Adolescent Insomnia Data Analysis¶
!ls
ado_insom_3.ipynb adolescent_insomnia_1.ipynb adolescent_insomnia_2.ipynb childiso ci1.jpeg ci2.jpeg ci3.jpeg insom_github insomniaArchive insomnia_data.csv insomnia_data_dictionary.csv insomnia_item_level_data.csv prbm-212923-positive-self-relation-scale.pdf removeCells
Introduction¶
This notebook presents an exploratory analysis of the Adolescent Insomnia Study dataset. The dataset is composed of several CSV files that contain demographic, clinical, and item-level data from a study on insomnia in adolescents.
The goal of this analysis is to use logistic regression to predict the sex of the participants based on various clinical measures. This is a preliminary analysis and the choice of features is based on their potential relevance to the target variable.
The analysis is divided into several steps, each of which is described in detail in the following sections.
import pandas as pd
# Import necessary libraries
from sklearn.model_selection import train_test_split
from sklearn.linear_model import LogisticRegression
from sklearn.metrics import accuracy_score, confusion_matrix, classification_report
import seaborn as sns
# Load the data
insomnia_data = pd.read_csv('insomnia_data.csv')
insomnia_item_level_data = pd.read_csv('insomnia_item_level_data.csv')
insomnia_data_dictionary = pd.read_csv('insomnia_data_dictionary.csv')
#print(insomnia_data_dictionary['Columns'])
#3:sex, ,4:age, 16: ISI_total , PSQI_total, BDI_total etc
selected_rows = insomnia_data_dictionary['Columns'].iloc[[3,4,16,17,18]] # Replace with your desired indices
print(selected_rows)
3 Sex 4 Age 16 ISI_total 17 PSQI_total 18 BDI_total Name: Columns, dtype: object
pd.set_option('display.max_rows', None)
pd.set_option('display.max_columns', None)
#display(insomnia_data_dictionary)
#x = insomnia_data_dictionary['Columns'].iloc(54)
type(insomnia_data_dictionary.columns)
sub_df = insomnia_data[['Sex', 'Age','ISI_total','PSQI_total','BDI_total']]
print(sub_df.head())
print(sub_df)
Sex Age ISI_total PSQI_total BDI_total
0 0 19.3 0 0 0
1 0 19.3 1 2 3
2 1 18.8 2 4 0
3 0 18.8 1 5 2
4 1 19.6 10 7 5
Sex Age ISI_total PSQI_total BDI_total
0 0 19.3 0 0 0
1 0 19.3 1 2 3
2 1 18.8 2 4 0
3 0 18.8 1 5 2
4 1 19.6 10 7 5
5 0 19.1 0 4 0
6 0 19.0 0 1 3
7 1 20.1 5 5 0
8 1 19.1 3 6 6
9 0 19.4 2 1 1
10 1 18.1 4 4 0
11 0 18.9 7 6 0
12 1 18.9 0 0 0
13 1 19.0 7 5 7
14 1 18.4 2 5 4
15 1 18.5 6 6 0
16 0 17.6 1 2 0
17 0 18.5 5 1 0
18 0 17.7 5 6 3
19 1 19.3 10 4 3
20 0 18.0 5 4 2
21 0 19.2 7 8 2
22 0 18.0 11 8 9
23 0 18.6 8 6 19
24 0 19.3 8 3 1
25 0 18.7 14 6 0
26 0 18.2 2 3 1
27 0 18.5 1 3 1
28 1 19.7 0 2 2
29 0 18.8 10 5 14
30 1 17.8 0 0 1
31 0 18.5 2 8 10
32 0 19.5 9 8 5
33 0 17.9 9 11 4
34 0 19.3 6 11 2
35 0 18.7 14 14 10
36 1 17.2 5 3 10
37 1 16.7 2 4 2
38 0 18.1 4 4 0
39 1 18.2 5 8 4
40 1 17.1 3 3 0
41 0 18.9 3 4 9
42 0 18.4 9 3 0
43 1 17.8 4 6 0
44 0 18.8 2 4 2
45 1 17.5 7 6 8
46 0 18.3 9 5 0
47 0 18.2 3 2 2
48 0 18.0 0 3 2
49 0 18.3 3 5 0
50 0 17.9 6 8 3
51 1 17.9 0 4 0
52 0 18.5 10 6 11
53 0 18.3 11 10 5
54 0 18.1 2 2 0
55 0 18.0 7 4 5
56 1 18.0 5 7 1
57 1 16.8 5 3 4
58 1 17.5 6 3 4
59 0 17.7 14 11 9
60 0 18.1 15 11 5
61 0 18.5 8 7 3
62 0 18.6 12 9 6
63 0 17.8 4 3 4
64 1 16.9 8 5 8
65 0 17.0 10 6 12
66 1 17.3 5 6 6
67 0 16.7 12 12 0
68 0 17.6 9 5 8
69 1 17.7 18 7 7
70 1 16.0 9 4 3
71 0 16.9 17 11 13
72 1 15.8 7 4 2
73 0 16.3 11 10 13
74 1 16.7 10 7 7
75 1 16.5 8 9 3
76 0 17.3 18 10 11
77 0 16.7 15 7 10
78 0 16.3 4 7 5
79 1 17.4 6 5 0
80 0 15.9 2 3 0
81 0 17.8 8 9 10
82 0 17.8 4 6 6
83 0 16.2 12 12 14
84 1 18.4 16 6 7
85 0 17.5 8 5 6
86 1 17.1 4 4 4
87 0 17.0 16 9 14
88 1 16.5 9 5 10
89 1 17.8 9 6 10
90 1 16.9 3 4 6
91 0 16.6 14 8 15
92 1 17.3 20 10 10
93 0 16.8 9 6 0
94 0 16.7 16 8 21
# Select features and target
features = sub_df[['Age', 'ISI_total', 'PSQI_total', 'BDI_total']]
target = sub_df['Sex']
# Split the data into training and test sets
X_train, X_test, y_train, y_test = train_test_split(features, target, test_size=0.2, random_state=42)
# Initialize the Logistic Regression model
model = LogisticRegression()
# Fit the model to the training data
model.fit(X_train, y_train)
# Make predictions on the test set
predictions = model.predict(X_test)
# Calculate the accuracy score
accuracy = accuracy_score(y_test, predictions)
# Print the accuracy score
print('Accuracy Score:', accuracy)
# Print the confusion matrix
print('Confusion Matrix:')
print(confusion_matrix(y_test, predictions))
# Print the classification report
print('Classification Report:')
print(classification_report(y_test, predictions))
Accuracy Score: 0.6842105263157895
Confusion Matrix:
[[10 0]
[ 6 3]]
Classification Report:
precision recall f1-score support
0 0.62 1.00 0.77 10
1 1.00 0.33 0.50 9
accuracy 0.68 19
macro avg 0.81 0.67 0.63 19
weighted avg 0.80 0.68 0.64 19
Introduction¶
This notebook presents an exploratory analysis of the Adolescent Insomnia Study dataset. The dataset is composed of several CSV files that contain demographic, clinical, and item-level data from a study on insomnia in adolescents.
The goal of this analysis is to use logistic regression to predict the sex of the participants based on various clinical measures. This is a preliminary analysis and the choice of features is based on their potential relevance to the target variable.
The analysis is divided into several steps, each of which is described in detail in the following sections.
# Select features and target
features = sub_df[['Age', 'ISI_total', 'PSQI_total', 'BDI_total']]
target = sub_df['Sex']
# Split the data into training and test sets
X_train, X_test, y_train, y_test = train_test_split(features, target, test_size=0.2, random_state=42)
# Initialize the Logistic Regression model
model = LogisticRegression()
# Fit the model to the training data
model.fit(X_train, y_train)
# Make predictions on the test set
predictions = model.predict(X_test)
# Calculate the accuracy score
accuracy = accuracy_score(y_test, predictions)
# Print the accuracy score
print('Accuracy Score:', accuracy)
# Print the confusion matrix
print('Confusion Matrix:')
print(confusion_matrix(y_test, predictions))
# Print the classification report
print('Classification Report:')
print(classification_report(y_test, predictions))
Accuracy Score: 0.6842105263157895
Confusion Matrix:
[[10 0]
[ 6 3]]
Classification Report:
precision recall f1-score support
0 0.62 1.00 0.77 10
1 1.00 0.33 0.50 9
accuracy 0.68 19
macro avg 0.81 0.67 0.63 19
weighted avg 0.80 0.68 0.64 19
Now let's visualize. We can take advantage of seaborn's built in pairplot function.The pairplot function from the seaborn library creates a grid of scatter plots for every pair of variables (columns) in your dataframe. This is also known as a "scatterplot matrix".
Here's what it shows:
Each cell in the grid represents a scatter plot between two variables. For example, if you have three variables 'A', 'B', and 'C', you will have scatter plots for 'A' vs. 'B', 'A' vs. 'C', and 'B' vs. 'C'.
The diagonal of the grid (from top left to bottom right) usually shows a histogram or a kernel density estimate of each variable. This is because a scatter plot of a variable with itself wouldn't be very informative.
The scatter plots can show the relationships between variables. For example, if points in a scatter plot follow a straight line (either ascending or descending), it suggests a linear relationship between the variables.
The scatter plots can also show patterns in the data, such as clusters or outliers.
In summary, a scatterplot matrix is a great way to quickly visualize and understand the relationships between multiple variables in your dataframe. However, it can be overwhelming and less informative if your dataframe has too many variables. In such cases, it might be better to select a subset of variables that you're most interested in.
import seaborn as sns
import matplotlib.pyplot as plt
def create_scatter_plots(df):
# Create a pairplot for all combinations of columns
plot = sns.pairplot(df)
# Display the plot
plt.show()
# Call the function with your dataframe
create_scatter_plots(sub_df)
Notice that genderbeing a binary feature doesn't contribute much visually.
# Select features and target
features = insomnia_data[['Age', 'ISI_total', 'PSQI_total', 'BDI_total', 'STAI_Y_total', 'NEO_neuroticism']]
target = insomnia_data['Sex']
# Split the data into training and test sets
X_train, X_test, y_train, y_test = train_test_split(features, target, test_size=0.2, random_state=42)
# Initialize the Logistic Regression model
model = LogisticRegression()
# Fit the model to the training data
model.fit(X_train, y_train)
# Make predictions on the test set
predictions = model.predict(X_test)
# Calculate the accuracy score
accuracy = accuracy_score(y_test, predictions)
# Print the accuracy score
print('Accuracy Score:', accuracy)
# Print the confusion matrix
print('Confusion Matrix:')
print(confusion_matrix(y_test, predictions))
# Print the classification report
print('Classification Report:')
print(classification_report(y_test, predictions))
# Plot the confusion matrix
conf_mat = confusion_matrix(y_test, predictions)
sns.heatmap(conf_mat, annot=True, fmt='d', cmap='Blues')
plt.xlabel('Predicted')
plt.ylabel('Actual')
plt.title('Confusion Matrix')
plt.show()
Accuracy Score: 0.631578947368421
Confusion Matrix:
[[9 1]
[6 3]]
Classification Report:
precision recall f1-score support
0 0.60 0.90 0.72 10
1 0.75 0.33 0.46 9
accuracy 0.63 19
macro avg 0.68 0.62 0.59 19
weighted avg 0.67 0.63 0.60 19
Logistic Regression¶
Now let's take a look at the data with the goal of implementing another machine learning algorithm. In particular Logistic Regression. Recall that this is a classification algorithm. We will be using it to try and predict gender based off of the other features of our reduced dataframe.
The imports¶
import pandas as pd
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import StandardScaler
from sklearn.linear_model import LogisticRegression
from sklearn.metrics import accuracy_score, confusion_matrix, classification_report
The split¶
X = sub_df[['Age','ISI_total','PSQI_total','BDI_total']]
y = sub_df['Sex']
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
Instantiate an instance of the model¶
model = LogisticRegression()
model.fit(X_train, y_train)
LogisticRegression()In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
LogisticRegression()
scaler = StandardScaler()
X_train = scaler.fit_transform(X_train)
X_test = scaler.transform(X_test)
model = LogisticRegression()
model.fit(X_train, y_train)
#Make predictions and evaluate your model
#python
#Copy code
y_pred = model.predict(X_test)
print("Accuracy:", accuracy_score(y_test, y_pred))
print("Confusion Matrix:")
print(confusion_matrix(y_test, y_pred))
print("Classification Report:")
print(classification_report(y_test, y_pred))
#This is a very basic example and there's a lot more you could do, such as hyperparameter tuning, cross-validation, and trying different machine learning models. But this should give you a good starting point.
Accuracy: 0.631578947368421
Confusion Matrix:
[[10 0]
[ 7 2]]
Classification Report:
precision recall f1-score support
0 0.59 1.00 0.74 10
1 1.00 0.22 0.36 9
accuracy 0.63 19
macro avg 0.79 0.61 0.55 19
weighted avg 0.78 0.63 0.56 19
pip install --upgrade scikit-learn
Looking in indexes: https://pypi.org/simple, https://packagecloud.io/pimutils/khal/pypi/simple Requirement already satisfied: scikit-learn in /opt/homebrew/lib/python3.11/site-packages (1.3.0) Requirement already satisfied: numpy>=1.17.3 in /opt/homebrew/lib/python3.11/site-packages (from scikit-learn) (1.25.0) Requirement already satisfied: scipy>=1.5.0 in /opt/homebrew/lib/python3.11/site-packages (from scikit-learn) (1.11.1) Requirement already satisfied: joblib>=1.1.1 in /opt/homebrew/lib/python3.11/site-packages (from scikit-learn) (1.3.1) Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/homebrew/lib/python3.11/site-packages (from scikit-learn) (3.2.0) [notice] A new release of pip is available: 23.0.1 -> 23.2.1 [notice] To update, run: python3.11 -m pip install --upgrade pip Note: you may need to restart the kernel to use updated packages.
from sklearn.metrics import roc_curve, auc
import matplotlib.pyplot as plt
# Compute predicted probabilities: y_pred_prob
y_pred_prob = model.predict_proba(X_test)[:,1]
# Generate ROC curve values: fpr, tpr, thresholds
fpr, tpr, thresholds = roc_curve(y_test, y_pred_prob)
# Compute and print AUC score
print("AUC: {}".format(auc(fpr, tpr)))
# Plot ROC curve
plt.plot([0, 1], [0, 1], 'k--')
plt.plot(fpr, tpr)
plt.xlabel('False Positive Rate')
plt.ylabel('True Positive Rate')
plt.title('ROC Curve')
plt.show()
#This code will create a ROC curve and compute the Area Under the Curve (AUC) score, which is a common metric for evaluating the performance of binary classifiers.
AUC: 0.5111111111111111
Need a refresher on "Roc" curves? :
Sure, the Receiver Operating Characteristic (ROC) curve is a graphical plot that illustrates the diagnostic ability of a binary classifier system as its discrimination threshold is varied.
The ROC curve is created by plotting the True Positive Rate (TPR) against the False Positive Rate (FPR) at various threshold settings. Here's what these terms mean:
True Positive Rate (TPR): Also known as sensitivity, recall or probability of detection, measures the proportion of actual positives that are correctly identified as such. It is calculated as
TP / (TP + FN)where TP is the number of true positives and FN is the number of false negatives.False Positive Rate (FPR): Also known as the fall-out or probability of false alarm, measures the proportion of actual negatives that are incorrectly identified as positives. It is calculated as
FP / (FP + TN)where FP is the number of false positives and TN is the number of true negatives.
The diagonal line in the ROC plot, often referred to as the line of no-discrimination, represents a random classifier (i.e., a classifier that makes random guesses). A good classifier stays as far away from that line as possible (toward the top-left corner).
The area under the ROC curve, also known as AUC (Area Under the Curve), provides a measure of how well a parameter can distinguish between two diagnostic groups (diseased/normal). The closer the AUC to 1, the better the classifier. An AUC of 0.5 suggests no discrimination (i.e., ability to diagnose patients as diseased or normal no better than a random guess), and an AUC of 1.0 suggests perfect discrimination.
In summary, the ROC curve and AUC score are tools for evaluating the performance of a binary classifier, and they provide a way to assess the trade-off between the true positive rate and false positive rate for different threshold settings.
# roc curve code if you have a newer version of sklearn (apparently)
#import sklearn
#from sklearn.metrics import plot_roc_curv
#plot_roc_curve(model, X_test, y_test)
#plt.show()
# Display the first few rows of each dataframe to understand the structure of the data
print('Insomnia Data:')
display(insomnia_data.head())
print('\nInsomnia Item Level Data:')
display(insomnia_item_level_data.head())
print('\nInsomnia Data Dictionary:')
display(insomnia_data_dictionary.head())
Insomnia Data:
| ID | Group | SubGroup | Remote | Sex | Age | American_Indian | Asian | Native_Hawaiian | Black | White | unknown_Race | Hispanic | NotHispanic | unknown_Etnicity | PDS_FEMALE | PDS_MALE | ISI_total | PSQI_total | BDI_total | ASHS_total | ASHS_physiological | ASHS_cognitive | ASHS_emotional | ASHS_SleepEnvirnmont | ASHS_DaytimeSleep | ASHS_substances | ASHS_bedtimeRoutine | ASHS_sleepStability | ASHS_BedroomSharing | DBAS_total | FIRST_total | GCTI_total | GCTI_anxiety | GCTI_reflection | GCTI_worries | GCTI_thoughts | GCTI_negativeAffect | STAI_Y_total | NEO_neuroticism | NEO_extraversion | NEO_openness | NEO_agreeableness | NEO_Conscientiousness | MEQr_total | PSRS_PrR | PSRS_RWO | PSRS_RSC | PSRS_FRa | PSRS_RSE | PSRS_total | PSS_total | TCQI_R_Total | TCQIR_Aggressive_supression | TCQIR_cognitive_distraction | TCQIR_reappraisal | TCQIR_behavtioral_distraction | TCQIR_social_avoidance | TCQIR_worry | ACE_tot | asq_home | asq_school | asq_attendance | asq_romantic | asq_peer | asq_teacher | asq_future | asq_leisure | asq_finance | asq_responsibility | casq_total | casq_sleepy | casq_alert | cope_disengage_su | cope_growth | cope_disengage_mental | cope_emotions | cope_socialsupp_instr | cope_active | cope_denial | cope_religion | cope_humor | cope_disengage_emo | cope_restraint | cope_socialsupp_emo | cope_acccept | cope_suppression | cope_planning | ders_nonaccpetance | ders_total | ders_goals | ders_impulse | ders_awareness | ders_strategies | ders_clarity | Unnamed: 95 | ZISI_total | ZPSQI_total | ZBDI_total | ZASHS_total | ZASHS_physiological | ZASHS_cognitive | ZASHS_emotional | ZASHS_SleepEnvirnmont | ZASHS_DaytimeSleep | ZASHS_substances | ZASHS_bedtimeRoutine | ZASHS_sleepStability | ZASHS_BedroomSharing | ZDBAS_total | ZFIRST_total | ZGCTI_total | ZGCTI_anxiety | ZGCTI_reflection | ZGCTI_worries | ZGCTI_thoughts | ZGCTI_negativeAffect | ZSTAI_Y_total | ZNEO_neuroticism | ZNEO_extraversion | ZNEO_openness | ZNEO_agreeableness | ZNEO_Conscientiousness | ZMEQr_total | ZPSRS_PrR | ZPSRS_RWO | ZPSRS_RSC | ZPSRS_FRa | ZPSRS_RSE | ZPSRS_total | ZPSS_total | ZTCQI_R_Total | ZTCQIR_Aggressive_supression | ZTCQIR_cognitive_distraction | ZTCQIR_reappraisal | ZTCQIR_behavtioral_distraction | ZTCQIR_social_avoidance | ZTCQIR_worry | ZACE_tot | Zasq_home | Zasq_school | Zasq_attendance | Zasq_romantic | Zasq_peer | Zasq_teacher | Zasq_future | Zasq_leisure | Zasq_finance | Zasq_responsibility | Zcasq_total | Zcasq_sleepy | Zcasq_alert | Zcope_growth | Zcope_disengage_mental | Zcope_emotions | Zcope_socialsupp_instr | Zcope_active | Zcope_denial | Zcope_religion | Zcope_humor | Zcope_disengage_emo | Zcope_restraint | Zcope_socialsupp_emo | Zcope_disengage_su | Zcope_acccept | Zcope_suppression | Zcope_planning | Zders_nonaccpetance | Zders_goals | Zders_impulse | Zders_awareness | Zders_strategies | Zders_clarity | ZDERS_total | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | sub_001 | 0 | 0 | 0 | 0 | 19.3 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 16.0 | NaN | 0 | 0 | 0 | 5.43 | 5.8 | 5.83 | 6.00 | 5.75 | 6 | 6.0 | 1 | 5.25 | 3.5 | 28.75 | 16 | 30 | 9 | 7 | 4 | 4 | 3 | 43 | 12 | 30 | 25 | 18 | 33 | 58 | 7 | 1 | 6 | 5 | 4 | 23 | 23 | 68 | 18 | 15 | 13 | 9 | 6 | 7 | 0.0 | 13 | 11 | 3 | 5 | 7 | 7 | 6 | 6 | 4.0 | 3.0 | 35 | 15 | 10 | 4.0 | 16 | 7 | 5 | 12 | 13 | 4 | 6 | 9 | 4 | 14 | 14 | 9 | 13 | 13 | 6 | 87 | 20 | 10.0 | 26 | 12 | 13 | NaN | -1.413051 | -1.913658 | -1.015150 | 2.293926 | 1.035355589 | 2.233510 | 1.431228 | 0.679165 | 0.915368 | 0.362017 | -0.980406 | 1.873926 | -0.012113 | -0.647679568 | -0.588203 | -1.148211 | -0.913369 | -0.716090 | -1.326579 | -0.446552 | -1.209172 | 0.071129 | -1.204374 | 0.268284 | -0.216305 | -1.372999 | 0.550206 | 1.069979 | 1.507699 | -1.299596 | 0.728257 | 0.357673 | -0.266314 | 0.109551 | 1.123001 | -0.028514 | 2.387628 | 1.460379 | -0.633903 | -0.493799 | -0.586770 | -1.502821 | -0.595162 | -1.068285 | -0.942057 | -1.266461 | -0.770317 | -1.088046 | -0.774428 | -0.870438 | -1.317525 | -1.002415 | -0.782853 | -0.238062 | -0.961820 | -0.824138 | 1.616179 | -0.831459 | -0.988063 | 0.547941 | 1.110286 | -0.541013 | 0.157951 | 0.002955 | -0.783581 | 2.424510 | 1.012818 | -0.239368 | -0.701562 | 2.215354 | 0.740137 | -1.122805 | 1.905727 | -0.114565 | 1.083087 | -0.656051 | 0.538016 | 0.575806 |
| 1 | sub_002 | 0 | 0 | 0 | 0 | 19.3 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 13.0 | NaN | 1 | 2 | 3 | 5.00 | 5.6 | 4.50 | 6.00 | 5.75 | 6 | 5.5 | 2 | 4.50 | 3.5 | 11.81 | 15 | 31 | 9 | 6 | 5 | 4 | 3 | 47 | 9 | 23 | 24 | 18 | 30 | 57 | 6 | 1 | 4 | 5 | 4 | 20 | 18 | 68 | 10 | 14 | 19 | 11 | 5 | 9 | 0.0 | 15 | 9 | 3 | 5 | 7 | 7 | 5 | 5 | 4.0 | 5.0 | 35 | 14 | 9 | 4.0 | 15 | 10 | 5 | 12 | 12 | 5 | 5 | 5 | 4 | 8 | 8 | 15 | 9 | 14 | 8 | 81 | 12 | 10.0 | 26 | 12 | 13 | NaN | -1.209039 | -1.237831 | -0.386198 | 1.256609 | 0.716262391 | 0.851207 | 1.431228 | 0.679165 | 0.915368 | -1.357563 | -0.252761 | 0.866249 | -0.012113 | -1.909842154 | -0.766163 | -1.072723 | -0.913369 | -1.072261 | -0.965476 | -0.446552 | -1.209172 | 0.685422 | -1.765235 | -1.256577 | -0.434912 | -1.372999 | 0.003834 | 0.940326 | 0.908404 | -1.299596 | -0.713085 | 0.357673 | -0.266314 | -0.527633 | -0.062389 | -0.028514 | -1.081965 | 1.080280 | 1.008483 | 0.206364 | -1.213097 | -0.895297 | -0.595162 | -0.818317 | -1.295793 | -1.266461 | -0.770317 | -1.088046 | -0.774428 | -1.207955 | -1.602638 | -1.002415 | 0.215416 | -0.238062 | -1.149060 | -1.050419 | 1.228459 | 0.658892 | -0.988063 | 0.547941 | 0.679767 | 0.315591 | -0.226801 | -1.119854 | -0.783581 | -0.350532 | -0.573188 | -0.239368 | 1.545013 | 0.327833 | 1.078180 | -0.552396 | -0.302127 | -0.114565 | 1.083087 | -0.656051 | 0.538016 | 0.153943 |
| 2 | sub_003 | 0 | 0 | 0 | 1 | 18.8 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | NaN | 16.0 | 2 | 4 | 0 | 4.86 | 5 | 5.33 | 5.33 | 5.75 | 6 | 6.0 | 1 | 3.50 | 3.5 | 14 | 30 | 8 | 7 | 5 | 3 | 4 | 50 | 19 | 27 | 29 | 21 | 33 | 35 | 6 | 4 | 4 | 5 | 4 | 23 | 19 | 63 | 8 | 12 | 15 | 15 | 5 | 8 | 0.0 | 19 | 20 | 6 | 8 | 8 | 10 | 6 | 10 | 7.0 | 4.0 | 36 | 16 | 10 | 4.0 | 14 | 9 | 10 | 14 | 7 | 4 | 4 | 9 | 6 | 6 | 16 | 10 | 12 | 9 | 9 | 70 | 8 | 9.0 | 21 | 12 | 11 | NaN | -1.005027 | -0.562004 | -1.015150 | 0.910837 | -0.241017203 | 1.715147 | 0.567948 | 0.679165 | 0.915368 | 0.362017 | -0.980406 | -0.477321 | -0.012113 | -0.944122 | -1.148211 | -1.117054 | -0.716090 | -0.965476 | -0.928626 | -0.634815 | 1.146142 | 0.104300 | -0.385228 | 0.658120 | -0.909368 | 0.550206 | -1.912042 | 0.908404 | -0.009056 | -0.713085 | 0.357673 | -0.266314 | 0.109551 | 0.174689 | -0.570284 | -1.949364 | 0.320083 | -0.086441 | 1.606690 | -1.213097 | -1.199059 | -0.595162 | -0.318380 | 0.649758 | 0.344884 | 0.104346 | -0.813141 | 0.087728 | -0.870438 | -0.177070 | 0.028951 | -0.283718 | -0.078795 | -0.774581 | -0.824138 | 0.840740 | 0.162108 | 0.641554 | 1.175102 | -1.472828 | -0.541013 | -0.611553 | 0.002955 | 0.319237 | -1.275546 | 1.541486 | -0.239368 | -0.327133 | 1.743474 | -0.612036 | -0.267191 | -1.406055 | -0.425527 | 0.271626 | -0.656051 | -0.260601 | -0.619473 | ||
| 3 | sub_004 | 0 | 0 | 0 | 0 | 18.8 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 17.0 | NaN | 1 | 5 | 2 | 4.39 | 4.4 | 4.00 | 5.33 | 5.00 | 6 | 5.5 | 3 | 3.50 | 3.5 | 19.63 | 12 | 34 | 9 | 6 | 6 | 5 | 4 | 43 | 15 | 33 | 22 | 18 | 27 | 54 | 6 | 2 | 4 | 5 | 4 | 21 | 16 | 60 | 12 | 11 | 13 | 9 | 5 | 10 | 1.0 | 12 | 9 | 3 | 9 | 9 | 7 | 8 | 5 | 4.0 | 3.0 | 37 | 15 | 8 | 4.0 | 11 | 7 | 13 | 9 | 11 | 4 | 4 | 8 | 4 | 7 | 13 | 6 | 5 | 9 | 8 | 82 | 14 | 10.0 | 23 | 14 | 13 | NaN | -1.209039 | -0.224090 | -0.595849 | -0.212923 | -1.198296796 | 0.332844 | 0.567948 | -0.619909 | 0.915368 | -1.357563 | 0.474884 | -0.477321 | -0.012113 | -1.327663839 | -1.300041 | -0.846259 | -0.913369 | -1.072261 | -0.604372 | 0.035521 | -0.634815 | 0.071129 | -0.643514 | 0.921795 | -0.872125 | -1.372999 | -0.542538 | 0.551367 | 0.908404 | -0.869416 | -0.713085 | 0.357673 | -0.266314 | -0.315238 | -0.536545 | -0.895346 | -0.214567 | -0.060016 | -0.633903 | -0.493799 | -1.213097 | -0.591536 | 0.582763 | -1.193269 | -1.295793 | -1.266461 | 0.395900 | -0.538236 | -0.774428 | -0.195404 | -1.602638 | -1.002415 | -0.782853 | 0.080472 | -0.961820 | -1.276700 | -0.322420 | -0.831459 | 1.619325 | -0.392801 | 0.249248 | -0.541013 | -0.611553 | -0.277747 | -0.783581 | -0.813039 | 0.748483 | -0.239368 | -1.824849 | -1.559689 | -0.612036 | -0.552396 | 0.249836 | -0.114565 | 0.596210 | -0.116442 | 0.538016 | 0.224254 |
| 4 | sub_005 | 1 | 2 | 0 | 1 | 19.6 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | NaN | 14.0 | 10 | 7 | 5 | 4.14 | 4.4 | 2.33 | 4.00 | 5.75 | 6 | 6.0 | 3 | 4.25 | 3.5 | 55.31 | 28 | 70 | 23 | 13 | 11 | 5 | 8 | 52 | 15 | 28 | 28 | 33 | 34 | 52 | 4 | 6 | 5 | 3 | 7 | 25 | 25 | 71 | 11 | 9 | 18 | 11 | 6 | 16 | 0.0 | 26 | 18 | 6 | 15 | 10 | 8 | 7 | 17 | 10.0 | 4.0 | 36 | 23 | 17 | 8.0 | 10 | 8 | 5 | 5 | 8 | 4 | 4 | 11 | 4 | 6 | 9 | 5 | 7 | 8 | 12 | 91 | 18 | 11.0 | 20 | 15 | 15 | NaN | 0.627068 | 0.451737 | 0.033103 | -0.818024 | -1.198296796 | -1.395034 | -1.158614 | 0.679165 | 0.915368 | 0.362017 | 0.474884 | 0.530357 | -0.012113 | 1.331726701 | 1.547311 | 1.871305 | 1.938229 | 1.420933 | 1.201143 | 0.035521 | 1.662611 | 1.453289 | -0.643514 | -0.167391 | 0.439514 | 0.945157 | 0.732330 | 0.292061 | -0.290185 | 0.851303 | 0.007586 | -1.186823 | 1.498792 | 0.534340 | 1.597157 | 0.296548 | -0.648266 | -0.820213 | 0.734752 | 0.206364 | -0.586770 | 1.231034 | -0.595162 | 0.556508 | 0.296022 | 0.344884 | 2.145226 | -0.263330 | -0.487043 | -0.532921 | 1.818724 | 1.060316 | -0.283718 | -0.078795 | 0.536096 | 0.759827 | -0.710139 | -0.334675 | -0.988063 | -1.647124 | -1.042309 | -0.541013 | -0.611553 | 0.564359 | -0.783581 | -1.275546 | -0.308854 | 3.259084 | -2.199279 | -0.615928 | -0.950080 | 0.588422 | 1.353763 | 0.196397 | 0.109334 | 0.153363 | 1.336632 | 0.857049 |
Insomnia Item Level Data:
| Unnamed: 0 | Pittsburgh Sleep Quality Index (PSQI) | Pittsburgh Sleep Quality Index (PSQI).1 | Pittsburgh Sleep Quality Index (PSQI).2 | Pittsburgh Sleep Quality Index (PSQI).3 | Pittsburgh Sleep Quality Index (PSQI).4 | Pittsburgh Sleep Quality Index (PSQI).5 | Pittsburgh Sleep Quality Index (PSQI).6 | Pittsburgh Sleep Quality Index (PSQI).7 | Pittsburgh Sleep Quality Index (PSQI).8 | Pittsburgh Sleep Quality Index (PSQI).9 | Pittsburgh Sleep Quality Index (PSQI).10 | Pittsburgh Sleep Quality Index (PSQI).11 | Pittsburgh Sleep Quality Index (PSQI).12 | Pittsburgh Sleep Quality Index (PSQI).13 | Pittsburgh Sleep Quality Index (PSQI).14 | Pittsburgh Sleep Quality Index (PSQI).15 | Pittsburgh Sleep Quality Index (PSQI).16 | Pittsburgh Sleep Quality Index (PSQI).17 | Pittsburgh Sleep Quality Index (PSQI).18 | Pittsburgh Sleep Quality Index (PSQI).19 | Pittsburgh Sleep Quality Index (PSQI).20 | Insomnia Severity Index (ISI) | Insomnia Severity Index (ISI).1 | Insomnia Severity Index (ISI).2 | Insomnia Severity Index (ISI).3 | Insomnia Severity Index (ISI).4 | Insomnia Severity Index (ISI).5 | Insomnia Severity Index (ISI).6 | Adverse Childhood Experiences (ACE) | Adverse Childhood Experiences (ACE).1 | Adverse Childhood Experiences (ACE).2 | Adverse Childhood Experiences (ACE).3 | Adverse Childhood Experiences (ACE).4 | Adverse Childhood Experiences (ACE).5 | Adverse Childhood Experiences (ACE).6 | Adverse Childhood Experiences (ACE).7 | Adverse Childhood Experiences (ACE).8 | Adverse Childhood Experiences (ACE).9 | Beck Depression Inventory (BDI) | Beck Depression Inventory (BDI).1 | Beck Depression Inventory (BDI).2 | Beck Depression Inventory (BDI).3 | Beck Depression Inventory (BDI).4 | Beck Depression Inventory (BDI).5 | Beck Depression Inventory (BDI).6 | Beck Depression Inventory (BDI).7 | Beck Depression Inventory (BDI).8 | Beck Depression Inventory (BDI).9 | Beck Depression Inventory (BDI).10 | Beck Depression Inventory (BDI).11 | Beck Depression Inventory (BDI).12 | Beck Depression Inventory (BDI).13 | Beck Depression Inventory (BDI).14 | Beck Depression Inventory (BDI).15 | Beck Depression Inventory (BDI).16 | Beck Depression Inventory (BDI).17 | Beck Depression Inventory (BDI).18 | Beck Depression Inventory (BDI).19 | Beck Depression Inventory (BDI).20 | Adolescent Stress Questionnaire (ASQ) | Adolescent Stress Questionnaire (ASQ).1 | Adolescent Stress Questionnaire (ASQ).2 | Adolescent Stress Questionnaire (ASQ).3 | Adolescent Stress Questionnaire (ASQ).4 | Adolescent Stress Questionnaire (ASQ).5 | Adolescent Stress Questionnaire (ASQ).6 | Adolescent Stress Questionnaire (ASQ).7 | Adolescent Stress Questionnaire (ASQ).8 | Adolescent Stress Questionnaire (ASQ).9 | Adolescent Stress Questionnaire (ASQ).10 | Adolescent Stress Questionnaire (ASQ).11 | Adolescent Stress Questionnaire (ASQ).12 | Adolescent Stress Questionnaire (ASQ).13 | Adolescent Stress Questionnaire (ASQ).14 | Adolescent Stress Questionnaire (ASQ).15 | Adolescent Stress Questionnaire (ASQ).16 | Adolescent Stress Questionnaire (ASQ).17 | Adolescent Stress Questionnaire (ASQ).18 | Adolescent Stress Questionnaire (ASQ).19 | Adolescent Stress Questionnaire (ASQ).20 | Adolescent Stress Questionnaire (ASQ).21 | Adolescent Stress Questionnaire (ASQ).22 | Adolescent Stress Questionnaire (ASQ).23 | Adolescent Stress Questionnaire (ASQ).24 | Adolescent Stress Questionnaire (ASQ).25 | Adolescent Stress Questionnaire (ASQ).26 | Adolescent Stress Questionnaire (ASQ).27 | Adolescent Stress Questionnaire (ASQ).28 | Adolescent Stress Questionnaire (ASQ).29 | Adolescent Stress Questionnaire (ASQ).30 | Adolescent Stress Questionnaire (ASQ).31 | Adolescent Stress Questionnaire (ASQ).32 | Adolescent Stress Questionnaire (ASQ).33 | Adolescent Stress Questionnaire (ASQ).34 | Adolescent Stress Questionnaire (ASQ).35 | Adolescent Stress Questionnaire (ASQ).36 | Adolescent Stress Questionnaire (ASQ).37 | Adolescent Stress Questionnaire (ASQ).38 | Adolescent Stress Questionnaire (ASQ).39 | Adolescent Stress Questionnaire (ASQ).40 | Adolescent Stress Questionnaire (ASQ).41 | Adolescent Stress Questionnaire (ASQ).42 | Adolescent Stress Questionnaire (ASQ).43 | Adolescent Stress Questionnaire (ASQ).44 | Adolescent Stress Questionnaire (ASQ).45 | Adolescent Stress Questionnaire (ASQ).46 | Adolescent Stress Questionnaire (ASQ).47 | Adolescent Stress Questionnaire (ASQ).48 | Adolescent Stress Questionnaire (ASQ).49 | Adolescent Stress Questionnaire (ASQ).50 | Adolescent Stress Questionnaire (ASQ).51 | Adolescent Stress Questionnaire (ASQ).52 | Adolescent Stress Questionnaire (ASQ).53 | Adolescent Stress Questionnaire (ASQ).54 | Adolescent Stress Questionnaire (ASQ).55 | Adolescent Stress Questionnaire (ASQ).56 | Adolescent Stress Questionnaire (ASQ).57 | Cleveland Adolescent Sleepiness Questionnaire (CASQ) | Cleveland Adolescent Sleepiness Questionnaire (CASQ).1 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).2 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).3 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).4 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).5 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).6 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).7 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).8 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).9 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).10 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).11 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).12 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).13 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).14 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).15 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).16 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).17 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).18 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).19 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).20 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).21 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).22 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).23 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).24 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).25 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).26 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).27 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).28 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).29 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).30 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).31 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).32 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).33 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).34 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).35 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).36 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).37 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).38 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).39 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).40 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).41 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).42 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).43 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).44 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).45 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).46 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).47 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).48 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).49 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).50 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).51 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).52 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).53 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).54 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).55 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).56 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).57 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).58 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).59 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).60 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).61 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).62 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).63 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).64 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).65 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).66 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).67 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).68 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).69 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).70 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).71 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).72 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).73 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).74 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).75 | Difficulties in Emotion Regulation Scale (DERS) | Difficulties in Emotion Regulation Scale (DERS).1 | Difficulties in Emotion Regulation Scale (DERS).2 | Difficulties in Emotion Regulation Scale (DERS).3 | Difficulties in Emotion Regulation Scale (DERS).4 | Difficulties in Emotion Regulation Scale (DERS).5 | Difficulties in Emotion Regulation Scale (DERS).6 | Difficulties in Emotion Regulation Scale (DERS).7 | Difficulties in Emotion Regulation Scale (DERS).8 | Difficulties in Emotion Regulation Scale (DERS).9 | Difficulties in Emotion Regulation Scale (DERS).10 | Difficulties in Emotion Regulation Scale (DERS).11 | Difficulties in Emotion Regulation Scale (DERS).12 | Difficulties in Emotion Regulation Scale (DERS).13 | Difficulties in Emotion Regulation Scale (DERS).14 | Difficulties in Emotion Regulation Scale (DERS).15 | Difficulties in Emotion Regulation Scale (DERS).16 | Difficulties in Emotion Regulation Scale (DERS).17 | Difficulties in Emotion Regulation Scale (DERS).18 | Difficulties in Emotion Regulation Scale (DERS).19 | Difficulties in Emotion Regulation Scale (DERS).20 | Difficulties in Emotion Regulation Scale (DERS).21 | Difficulties in Emotion Regulation Scale (DERS).22 | Difficulties in Emotion Regulation Scale (DERS).23 | Difficulties in Emotion Regulation Scale (DERS).24 | Difficulties in Emotion Regulation Scale (DERS).25 | Difficulties in Emotion Regulation Scale (DERS).26 | Difficulties in Emotion Regulation Scale (DERS).27 | Difficulties in Emotion Regulation Scale (DERS).28 | Difficulties in Emotion Regulation Scale (DERS).29 | Difficulties in Emotion Regulation Scale (DERS).30 | Difficulties in Emotion Regulation Scale (DERS).31 | Difficulties in Emotion Regulation Scale (DERS).32 | Difficulties in Emotion Regulation Scale (DERS).33 | Difficulties in Emotion Regulation Scale (DERS).34 | Difficulties in Emotion Regulation Scale (DERS).35 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS) | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).1 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).2 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).3 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).4 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).5 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).6 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).7 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).8 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).9 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).10 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).11 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).12 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).13 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).14 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).15 | The Ford insomnia Response to Stress Test (FIRST) | The Ford insomnia Response to Stress Test (FIRST).1 | The Ford insomnia Response to Stress Test (FIRST).2 | The Ford insomnia Response to Stress Test (FIRST).3 | The Ford insomnia Response to Stress Test (FIRST).4 | The Ford insomnia Response to Stress Test (FIRST).5 | The Ford insomnia Response to Stress Test (FIRST).6 | The Ford insomnia Response to Stress Test (FIRST).7 | The Ford insomnia Response to Stress Test (FIRST).8 | State-Trait Anxiety Inventory (STAI-Y2) | State-Trait Anxiety Inventory (STAI-Y2).1 | State-Trait Anxiety Inventory (STAI-Y2).2 | State-Trait Anxiety Inventory (STAI-Y2).3 | State-Trait Anxiety Inventory (STAI-Y2).4 | State-Trait Anxiety Inventory (STAI-Y2).5 | State-Trait Anxiety Inventory (STAI-Y2).6 | State-Trait Anxiety Inventory (STAI-Y2).7 | State-Trait Anxiety Inventory (STAI-Y2).8 | State-Trait Anxiety Inventory (STAI-Y2).9 | State-Trait Anxiety Inventory (STAI-Y2).10 | State-Trait Anxiety Inventory (STAI-Y2).11 | State-Trait Anxiety Inventory (STAI-Y2).12 | State-Trait Anxiety Inventory (STAI-Y2).13 | State-Trait Anxiety Inventory (STAI-Y2).14 | State-Trait Anxiety Inventory (STAI-Y2).15 | State-Trait Anxiety Inventory (STAI-Y2).16 | State-Trait Anxiety Inventory (STAI-Y2).17 | State-Trait Anxiety Inventory (STAI-Y2).18 | State-Trait Anxiety Inventory (STAI-Y2).19 | NEO Five-Factory Inventory (NEO-FFI) | NEO Five-Factory Inventory (NEO-FFI).1 | NEO Five-Factory Inventory (NEO-FFI).2 | NEO Five-Factory Inventory (NEO-FFI).3 | NEO Five-Factory Inventory (NEO-FFI).4 | NEO Five-Factory Inventory (NEO-FFI).5 | NEO Five-Factory Inventory (NEO-FFI).6 | NEO Five-Factory Inventory (NEO-FFI).7 | NEO Five-Factory Inventory (NEO-FFI).8 | NEO Five-Factory Inventory (NEO-FFI).9 | NEO Five-Factory Inventory (NEO-FFI).10 | NEO Five-Factory Inventory (NEO-FFI).11 | NEO Five-Factory Inventory (NEO-FFI).12 | NEO Five-Factory Inventory (NEO-FFI).13 | NEO Five-Factory Inventory (NEO-FFI).14 | NEO Five-Factory Inventory (NEO-FFI).15 | NEO Five-Factory Inventory (NEO-FFI).16 | NEO Five-Factory Inventory (NEO-FFI).17 | NEO Five-Factory Inventory (NEO-FFI).18 | NEO Five-Factory Inventory (NEO-FFI).19 | NEO Five-Factory Inventory (NEO-FFI).20 | NEO Five-Factory Inventory (NEO-FFI).21 | NEO Five-Factory Inventory (NEO-FFI).22 | NEO Five-Factory Inventory (NEO-FFI).23 | NEO Five-Factory Inventory (NEO-FFI).24 | NEO Five-Factory Inventory (NEO-FFI).25 | NEO Five-Factory Inventory (NEO-FFI).26 | NEO Five-Factory Inventory (NEO-FFI).27 | NEO Five-Factory Inventory (NEO-FFI).28 | NEO Five-Factory Inventory (NEO-FFI).29 | NEO Five-Factory Inventory (NEO-FFI).30 | NEO Five-Factory Inventory (NEO-FFI).31 | NEO Five-Factory Inventory (NEO-FFI).32 | NEO Five-Factory Inventory (NEO-FFI).33 | NEO Five-Factory Inventory (NEO-FFI).34 | NEO Five-Factory Inventory (NEO-FFI).35 | NEO Five-Factory Inventory (NEO-FFI).36 | NEO Five-Factory Inventory (NEO-FFI).37 | NEO Five-Factory Inventory (NEO-FFI).38 | NEO Five-Factory Inventory (NEO-FFI).39 | NEO Five-Factory Inventory (NEO-FFI).40 | NEO Five-Factory Inventory (NEO-FFI).41 | NEO Five-Factory Inventory (NEO-FFI).42 | NEO Five-Factory Inventory (NEO-FFI).43 | NEO Five-Factory Inventory (NEO-FFI).44 | NEO Five-Factory Inventory (NEO-FFI).45 | NEO Five-Factory Inventory (NEO-FFI).46 | NEO Five-Factory Inventory (NEO-FFI).47 | NEO Five-Factory Inventory (NEO-FFI).48 | NEO Five-Factory Inventory (NEO-FFI).49 | NEO Five-Factory Inventory (NEO-FFI).50 | NEO Five-Factory Inventory (NEO-FFI).51 | NEO Five-Factory Inventory (NEO-FFI).52 | NEO Five-Factory Inventory (NEO-FFI).53 | NEO Five-Factory Inventory (NEO-FFI).54 | NEO Five-Factory Inventory (NEO-FFI).55 | NEO Five-Factory Inventory (NEO-FFI).56 | NEO Five-Factory Inventory (NEO-FFI).57 | NEO Five-Factory Inventory (NEO-FFI).58 | NEO Five-Factory Inventory (NEO-FFI).59 | Morningness-Eveningness Questionnaire Revised (MEQ-R) | Morningness-Eveningness Questionnaire Revised (MEQ-R).1 | Morningness-Eveningness Questionnaire Revised (MEQ-R).2 | Morningness-Eveningness Questionnaire Revised (MEQ-R).3 | Morningness-Eveningness Questionnaire Revised (MEQ-R).4 | Morningness-Eveningness Questionnaire Revised (MEQ-R).5 | Morningness-Eveningness Questionnaire Revised (MEQ-R).6 | Morningness-Eveningness Questionnaire Revised (MEQ-R).7 | Morningness-Eveningness Questionnaire Revised (MEQ-R).8 | Morningness-Eveningness Questionnaire Revised (MEQ-R).9 | Morningness-Eveningness Questionnaire Revised (MEQ-R).10 | Morningness-Eveningness Questionnaire Revised (MEQ-R).11 | Morningness-Eveningness Questionnaire Revised (MEQ-R).12 | Morningness-Eveningness Questionnaire Revised (MEQ-R).13 | Morningness-Eveningness Questionnaire Revised (MEQ-R).14 | Morningness-Eveningness Questionnaire Revised (MEQ-R).15 | Morningness-Eveningness Questionnaire Revised (MEQ-R).16 | Morningness-Eveningness Questionnaire Revised (MEQ-R).17 | Morningness-Eveningness Questionnaire Revised (MEQ-R).18 | Perceived Stress Reactivity Scale (PSRS) | Perceived Stress Reactivity Scale (PSRS).1 | Perceived Stress Reactivity Scale (PSRS).2 | Perceived Stress Reactivity Scale (PSRS).3 | Perceived Stress Reactivity Scale (PSRS).4 | Perceived Stress Reactivity Scale (PSRS).5 | Perceived Stress Reactivity Scale (PSRS).6 | Perceived Stress Reactivity Scale (PSRS).7 | Perceived Stress Reactivity Scale (PSRS).8 | Perceived Stress Reactivity Scale (PSRS).9 | Perceived Stress Reactivity Scale (PSRS).10 | Perceived Stress Reactivity Scale (PSRS).11 | Perceived Stress Reactivity Scale (PSRS).12 | Perceived Stress Reactivity Scale (PSRS).13 | Perceived Stress Reactivity Scale (PSRS).14 | Perceived Stress Reactivity Scale (PSRS).15 | Perceived Stress Reactivity Scale (PSRS).16 | Perceived Stress Reactivity Scale (PSRS).17 | Perceived Stress Reactivity Scale (PSRS).18 | Perceived Stress Reactivity Scale (PSRS).19 | Perceived Stress Reactivity Scale (PSRS).20 | Perceived Stress Reactivity Scale (PSRS).21 | Perceived Stress Reactivity Scale (PSRS).22 | Perceived Stress Scale (PSS) | Perceived Stress Scale (PSS).1 | Perceived Stress Scale (PSS).2 | Perceived Stress Scale (PSS).3 | Perceived Stress Scale (PSS).4 | Perceived Stress Scale (PSS).5 | Perceived Stress Scale (PSS).6 | Perceived Stress Scale (PSS).7 | Perceived Stress Scale (PSS).8 | Perceived Stress Scale (PSS).9 | Adolescent Sleep Hygiene Scale (ASHS) | Adolescent Sleep Hygiene Scale (ASHS).1 | Adolescent Sleep Hygiene Scale (ASHS).2 | Adolescent Sleep Hygiene Scale (ASHS).3 | Adolescent Sleep Hygiene Scale (ASHS).4 | Adolescent Sleep Hygiene Scale (ASHS).5 | Adolescent Sleep Hygiene Scale (ASHS).6 | Adolescent Sleep Hygiene Scale (ASHS).7 | Adolescent Sleep Hygiene Scale (ASHS).8 | Adolescent Sleep Hygiene Scale (ASHS).9 | Adolescent Sleep Hygiene Scale (ASHS).10 | Adolescent Sleep Hygiene Scale (ASHS).11 | Adolescent Sleep Hygiene Scale (ASHS).12 | Adolescent Sleep Hygiene Scale (ASHS).13 | Adolescent Sleep Hygiene Scale (ASHS).14 | Adolescent Sleep Hygiene Scale (ASHS).15 | Adolescent Sleep Hygiene Scale (ASHS).16 | Adolescent Sleep Hygiene Scale (ASHS).17 | Adolescent Sleep Hygiene Scale (ASHS).18 | Adolescent Sleep Hygiene Scale (ASHS).19 | Adolescent Sleep Hygiene Scale (ASHS).20 | Adolescent Sleep Hygiene Scale (ASHS).21 | Adolescent Sleep Hygiene Scale (ASHS).22 | Adolescent Sleep Hygiene Scale (ASHS).23 | Adolescent Sleep Hygiene Scale (ASHS).24 | Adolescent Sleep Hygiene Scale (ASHS).25 | Adolescent Sleep Hygiene Scale (ASHS).26 | Adolescent Sleep Hygiene Scale (ASHS).27 | Pubertal Development Scale (PDS) | Pubertal Development Scale (PDS).1 | Pubertal Development Scale (PDS).2 | Pubertal Development Scale (PDS).3 | Pubertal Development Scale (PDS).4 | Pubertal Development Scale (PDS).5 | Pubertal Development Scale (PDS).6 | Pubertal Development Scale (PDS).7 | Pubertal Development Scale (PDS).8 | Pubertal Development Scale (PDS).9 | Pubertal Development Scale (PDS).10 | Thought Control Questionnaire Insomnia - Revised (TCQI-R) | Thought Control Questionnaire Insomnia - Revised (TCQI-R).1 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).2 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).3 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).4 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).5 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).6 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).7 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).8 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).9 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).10 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).11 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).12 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).13 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).14 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).15 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).16 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).17 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).18 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).19 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).20 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).21 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).22 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).23 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).24 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).25 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).26 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).27 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).28 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).29 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).30 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).31 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).32 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).33 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).34 | Race, Ethnicity & Sex | Race, Ethnicity & Sex.1 | Race, Ethnicity & Sex.2 | Race, Ethnicity & Sex.3 | Race, Ethnicity & Sex.4 | Race, Ethnicity & Sex.5 | Race, Ethnicity & Sex.6 | Race, Ethnicity & Sex.7 | Race, Ethnicity & Sex.8 | Race, Ethnicity & Sex.9 | |
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| 0 | NaN | During the past month, what time have you usua... | During the past month, how long (in minutes) h... | During the past month, what time have you usua... | How much time (in minutes) do you usually spen... | During the past month, how many hours of actua... | Cannot get to sleep within 30 minutes (0=Not d... | Wake up in the middle of the night or early mo... | Have to get up to use the bathroom (0=Not duri... | Cannot breathe comfortably (0=Not during the p... | Cough or snore loudly (0=Not during the past m... | Feel too cold (0=Not during the past month, 1=... | Feel too hot (0=Not during the past month, 1=L... | Have bad dreams (0=Not during the past month, ... | Have pain (0=Not during the past month, 1=Less... | Are there other reasons you have had trouble s... | Please describe other reasons why you have had... | How often during the past month have you had t... | During the past month, how often have you take... | During the past month, how often have you had ... | During the past month, how much of a problem h... | During the past month, how would you rate your... | Difficulty falling asleep (0=None, 1=Mild, 2=M... | Difficulty staying asleep (0=None, 1=Mild, 2=M... | Problem waking up too early (0=None, 1=Mild, 2... | How SATISFIED / DISSATISFIED are you with your... | How NOTICEABLE to others do you think your sle... | How WORRIED/DISTRESSED are you about your curr... | To what extent do you consider your sleep prob... | Did your parent or other adult in the househol... | Did a parent or other adult in the household o... | Did an adult or person at least 5 years older ... | Did you often feel that no one in your family ... | Did you often feel that you didn't have enough... | Were your parents ever separated or divorced? ... | Was your mother or stepmother: often pushed, g... | Did you live with anyone who was a problem dri... | Was a household member depressed or mentally i... | Did a household member go to prison? (0=no, 1=... | Sadness (0=I do not feel sad, 1=I feel sad muc... | Pessimism (0=I am not discouraged about my fut... | Past Failure (0=I do not feel like a failure, ... | Loss of Pleasure (0=I get as much pleasure as ... | Guilty Feelings (0=I don't feel particularly g... | Punishment Feelings (0=I don't feel I am being... | Self-Dislike (0=I feel the same about myself a... | Self-Criticalness (0=I don't criticize or blam... | Suicidal Thoughts or Wishes (0=I don't have an... | Crying (0=I don't cry any more than I used to,... | Agitation (0=I am no more restless or wound up... | Loss of Interest (0=I have not lost interest i... | Indecisiveness (0=I make decisions about as we... | Worthlessness (0=I do not feel I am worthless,... | Loss of Energy (0=I have as much energy as eve... | Changes in Sleeping Pattern (0=I have not expe... | Irritability (0=I am no more irritable than us... | Changes in Appetite (0=I have not experienced ... | Concentration Difficulty (0=I can concentrate ... | Tiredness or Fatigue (0=I am no more tired or ... | Loss of Interest in Sex (0=I have not noticed ... | Disagreements between you and your father (1=N... | Not being taken seriously by your parents (1=N... | Getting up early in the morning to go to schoo... | Little or no control over your life (1=Not at ... | Having to study things you do not understand (... | Teachers expecting too much from you (1=Not at... | Concern about your future (1=Not at all stress... | Being hassled for not fitting in (1=Not at all... | Keeping up with school work (1=Not at all stre... | Employers expecting too much of you (1=Not at ... | Having to take on new family responsibilities ... | Difficulty of some subjects (1=Not at all stre... | Abiding by petty rules at home (1=Not at all s... | Having to concentrate for too long during scho... | Inadequate school resources (1=Not at all stre... | Having to study things you are not interested ... | Being ignored or rejected by a person you want... | Disagreements between you and your teachers (1... | Not enough time to have fun (1=Not at all stre... | Putting pressure on yourself to meet your futu... | Disagreements with your brothers and sisters (... | Pressure to work to make money (1=Not at all s... | Not enough time for leisure (1=Not at all stre... | Having too much homework (1=Not at all stressf... | Not getting enough timely feedback on schoolwo... | Not enough time for activities outside school ... | Making the relationship work with your boyfrie... | Being judged by your friends (1=Not at all str... | Disagreements between your parents (1=Not at a... | Changes in your physical appearance with growi... | Arguments at home (1=Not at all stressful\n2=A... | Pressure to fit in with peers (1=Not at all st... | Compulsory school attendance (1=Not at all str... | Having to make decisions about future work or ... | Living at home (1=Not at all stressful\n2=A li... | Satisfaction with how you look (1=Not at all s... | Disagreements between you and your mother (1=N... | Not enough money to buy the things you want (1... | Going to school (1=Not at all stressful\n2=A l... | Not having enough time for your boyfriend/girl... | Teachers hassling you about the way you look (... | Abiding by petty rules at school (1=Not at all... | Pressure of study (1=Not at all stressful\n2=A... | Lack of trust from adults (1=Not at all stress... | Not being listened to by teachers (1=Not at al... | Parents expecting too much from you (1=Not at ... | Having to take on new financial responsibiliti... | Lack of understanding by parents (1=Not at all... | Parents hassling you about the way you look (1... | Work interfering with school and social activi... | Not enough money to buy the things you need (1... | Getting along with your boyfriend/girlfriend (... | Lack of freedom (1=Not at all stressful\n2=A l... | Peers hassling you about the way you look (1=N... | Lack of respect from teachers (1=Not at all st... | Disagreements between you and your peers (1=No... | Getting along with your teachers (1=Not at all... | Breaking up with your boyfriend/girlfriend (1=... | I fall asleep during my morning classes (1=Nev... | I go through the whole school day without feel... | I fall asleep during the last class of the day... | I feel drowsy if I ride in a car for longer th... | I feel wide-awake the whole day (1=Never (0 ti... | I fall asleep at school in my afternoon classe... | I feel alert during my classes (1=Never (0 tim... | I feel sleepy in the evening after school (1=N... | I feel sleepy when I ride in a bus to a school... | In the morning when I am in school, I fall asl... | When I am in class, I feel wide-awake (1=Never... | I feel sleepy when I do my homework in the eve... | I feel wide-awake the last class of the day (1... | I fall asleep when I ride in a bus, car, or tr... | During the school day, there are times when I ... | I fall asleep when I do schoolwork at home in ... | I try to grow as a person as a result of the e... | I turn to work or other substitute activities ... | I get upset and let my emotions out. (1=I usua... | I try to get advice from someone about what to... | I concentrate my efforts on doing something ab... | I say to myself 'this isn't real.' (1=I usuall... | I put my trust in God. (1=I usually don't do t... | I laugh about the situation. (1=I usually don'... | I admit to myself that I can't deal with it, a... | I restrain myself from doing anything too quic... | I discuss my feelings with someone. (1=I usual... | I use alcohol or drugs to make myself feel bet... | I get used to the idea that it happened. (1=I ... | I talk to someone to find out more about the s... | I keep myself from getting distracted by other... | I daydream about things other than this. (1=I ... | I get upset, and am really aware of it. (1=I u... | I seek God's help. (1=I usually don't do this ... | I make a plan of action. (1=I usually don't do... | I make jokes about it. (1=I usually don't do t... | I accept that this has happened and that it ca... | I hold off doing anything about it until the s... | I try to get emotional support from friends or... | I just give up trying to reach my goal. (1=I u... | I take additional action to try to get rid of ... | I try to lose myself for a while by drinking a... | I refuse to believe that it has happened. (1=I... | I let my feelings out. (1=I usually don't do t... | I try to see it in a different light, to make ... | I talk to someone who could do something concr... | I sleep more than usual. (1=I usually don't do... | I try to come up with a strategy about what to... | I focus on dealing with this problem, and if n... | I get sympathy and understanding from someone.... | I drink alcohol or take drugs, in order to thi... | I kid around about it. (1=I usually don't do t... | I give up the attempt to get what I want. (1=I... | I look for something good in what is happening... | I think about how I might best handle the prob... | I pretend that it hasn't really happened. (1=I... | I make sure not to make matters worse by actin... | I try hard to prevent other things from interf... | I go to movies or watch TV, to think about it ... | I accept the reality of the fact that it happe... | I ask people who have had similar experiences ... | I feel a lot of emotional distress and I find ... | I take direct action to get around the problem... | I try to find comfort in my religion. (1=I usu... | I force myself to wait for the right time to d... | I make fun of the situation. (1=I usually don'... | I reduce the amount of effort I'm putting into... | I talk to someone about how I feel. (1=I usual... | I use alcohol or drugs to help me get through ... | I learn to live with it. (1=I usually don't do... | I put aside other activities in order to conce... | I think hard about what steps to take. (1=I us... | I act as though it hasn't even happened. (1=I ... | I do what has to be done, one step at a time. ... | I learn something from the experience. (1=I us... | I pray more than usual. (1=I usually don't do ... | I am clear about my feelings. (1=Almost never ... | I pay attention to how I feel. (1=Almost never... | I experience my emotions as overwhelming and o... | I have no idea how I am feeling. (1=Almost nev... | I have difficulty making sense out of my feeli... | I am attentive to my feelings. (1=Almost never... | I know exactly how I am feeling. (1=Almost nev... | I care about what I am feeling. (1=Almost neve... | I am confused about how I feel. (1=Almost neve... | When I'm upset, I acknowledge my emotions. (1=... | When I'm upset, I become angry with myself for... | When I'm upset, I become embarrassed for feeli... | When I'm upset, I have difficulty getting work... | When I'm upset, I become out of control. (1=Al... | When I'm upset, I believe that I will remain t... | When I'm upset, I believe that I will end up f... | When I'm upset, I believe that my feelings are... | When I'm upset, I have difficulty focusing on ... | When I'm upset, I feel out of control. (1=Almo... | When I'm upset, I can still get things done. (... | When I'm upset, I feel ashamed at myself for f... | When I'm upset, I know that I can find a way t... | When I'm upset, I feel like I am weak. (1=Almo... | When I'm upset, I feel like I can remain in co... | When I'm upset, I feel guilty for feeling that... | When I'm upset, I have difficulty concentratin... | When I'm upset, I have difficulty controlling ... | When I'm upset, I believe there is nothing I c... | When I'm upset, I become irritated at myself f... | When I'm upset, I start to feel very bad about... | When I'm upset, I believe that wallowing in it... | When I'm upset, I lose control over my behavio... | When I'm upset, I have difficulty thinking abo... | When I'm upset I take time to figure out what ... | When I'm upset, it takes me a long time to fee... | When I'm upset, my emotions feel overwhelming.... | I need 8 hours of sleep to feel refreshed and ... | When I don't get proper amount of sleep on a g... | I am concerned that chronic insomnia may have ... | I am worried that I may lose control over my a... | After a poor night's sleep, I know that it wil... | In order to be alert and funciton well during ... | When I feel irritable, depressed, or anxious d... | When I sleep poorly on one night, I know it wi... | Without an adequate night's sleep, I can hardl... | I can't ever predict whether I'll have a good ... | I have little ability to manage the negative c... | When I feel tired, have no energy, or just see... | I believe insomnia is essentially the result o... | I feel insomnia is ruining my ability to enjoy... | Medication is probably the only solution to sl... | I avoid or cancel obligations (social, family)... | Before an important meeting the next day (1=No... | After a stressful experience during the day (1... | After a stressful experience in the evening (1... | After getting bad news during the day (1=Not L... | After watching a frightening movie or TV show ... | After having a bad day at work (or at school) ... | After an argument (1=Not Likely\n2=Somewhat Li... | Before having to speak in public (1=Not Likely... | Before going on a vacation the next day (1=Not... | I feel pleseant (1=Almost never\n2=Sometimes\n... | I feel nervous and restless (1=Almost never\n2... | I feel satisfied with myself (1=Almost never\n... | I wish I could be as happy as others seem to b... | I feel like a failure (1=Almost never\n2=Somet... | I feel rested (1=Almost never\n2=Sometimes\n3=... | I am calm, cool, and collected (1=Almost never... | I feel that difficulties are piling up so that... | I worry too much over something that really do... | I am happy (1=Almost never\n2=Sometimes\n3=Oft... | I have disturbing thoughts (1=Almost never\n2=... | I lack self-confidence (1=Almost never\n2=Some... | I feel secure (1=Almost never\n2=Sometimes\n3=... | I make decisions easily (1=Almost never\n2=Som... | I feel inadequate (1=Almost never\n2=Sometimes... | I am content (1=Almost never\n2=Sometimes\n3=O... | Some unimportant thought runs through my mind ... | I take disappointments so keenly that I can't ... | I am a steady person (1=Almost never\n2=Someti... | I get in a state of tension or turmoil as I th... | I am not a worrier (0=Strongly Disagree\n1=Dis... | I like to have a lot of people around me(0=Str... | I don't like to waste my time daydreaming (0=S... | I try to be courteous to everyone I meet (0=St... | I keep my belongings neat and clean (0=Strongl... | I often feel inferior to others (0=Strongly Di... | I laugh easily (0=Strongly Disagree\n1=Disagre... | Once I find the right way to do something, I s... | I often get into arguments with my family and ... | I'm pretty good about pacing myself so as to g... | When Im under a great deal of stress, sometime... | I don't consider myself especially 'light-hear... | I am intrigued by the patterns I find in art a... | Some people think I'm selfish and egotistical ... | I am not a very methodical person (0=Strongly ... | I rarely feel lonely or blue (0=Strongly Disag... | I really enjoy talking to people (0=Strongly ... | I believe letting students hear controversial ... | I would rather cooperate with others than comp... | I try to perform all the tasks assigned to me... | I often feel tense and jittery(0=Strongly Disa... | I like to be where the action is (0=Strongly D... | Poetry has little or no effect on me (0=Strong... | I tend to be cynical and skeptical of others' ... | I have a clear set of goals and work toward th... | Sometimes I feel completely worthless (0=Stron... | I usually prefer to do things alone (0=Strongl... | often try new and foreign foods (0=Strongly Di... | I believe that most people will take advantage... | I waste a lot of time before settling down to ... | I rarely feel fearful or anxious (0=Strongly D... | I often feel as if I'm bursting with energy (0... | I seldom notice the moods or feelings that dif... | Most people I know like me (0=Strongly Disagre... | I work hard to accomplish my goals (0=Strongly... | I often get angry at the way people treat me (... | I am a cheerful, high-spirited person (0=Stron... | I believe we should look to our religious auth... | Some people think of me as cold and calculatin... | When I make a commitment, I can always be coun... | Too often, when things go wrong, I get discour... | I am not a cheerful optimist (0=Strongly Disag... | Sometimes when I am reading poetry or looking ... | I'm hard-headed and tough-minded in my attitud... | Sometimes I'm not as dependable or reliable as... | I am seldom sad or depressed (0=Strongly Disag... | My life is fast-paced (0=Strongly Disagree\n1=... | I have little interest in speculating on the n... | I generally try to be thoughtful and consider... | I am a productive person who always gets the j... | I often feel helpless and want someone else t... | I am a very active person (0=Strongly Disagree... | I have a lot of intellectual curiosity (0=Stro... | If I don't like people, I let them know it (0... | I never seem to be able to get organized (0=St... | At times I have been so ashamed I just wanted ... | I would rather go my own way than be a leader ... | I often enjoy playing with theories or abstrac... | If necessary, I am willing to manipulate peopl... | I strive for excellence in everything I do (0=... | Approximately what time would you get up if yo... | Approximately what time would you go to bed if... | If you usually have to get up at a specific ti... | How easy do you find it to get up in the morni... | How alert do you feel during the first half ho... | How hungry do you feel during the first half h... | During the first half hour after you wake up i... | If you had no commitments (e.g., no school) th... | You have decided to do physical exercise. A fr... | At approximately what time in the evening do y... | You want to be at your peak performance for a ... | If you got into bed at 11 PM (23 h), how tired... | For some reason you have gone to bed several h... | One night you have to remain awake between 4-6... | You have two hours of hard physical work. You ... | You have decided to do physical exercise. A fr... | Suppose you can choose your own work (school) ... | At approximately what time of day do you usual... | One hears about morning types and evening type... | When the tasks and duties build up to the exte... | When I want to relax after a hard day at work ... | When I have conflicts with others that may not... | When I make a mistake (0=In general, I remain ... | When I'm wrongly criticized by others (0=I am ... | When I argue with other people (0= I usually c... | When I have little time for a job to be done (... | When I make a mistake (0=I am normally annoyed... | When I am unsure what to do or say in a social... | When I have spare time after working or studyi... | When I am criticized by others (0= Important a... | When something does not go the way I expected ... | When I do not attain a goal (0=I usually remai... | When others criticize me (0=I generally don't ... | When I fail at something (0=I usually find it ... | When there are too many demands on me at the s... | When others say something incorrect about me (... | When I fail at a task (0= I usually feel very... | When I argue with others (0=I usually get very... | When I am under stress (0=I usually can't enjo... | When tasks and duties accumulate to the extent... | When I have to speak in front of other people ... | When I have many tasks and duties to fulfill (... | In the last month, how often have you been ups... | In the last month, how often have you felt tha... | In the last month, how often have you felt ner... | In the last month, how often have you felt con... | In the last month, how often have you felt tha... | In the last month, how often have you found th... | In the last month, how often have you been abl... | In the last month, how often have you felt tha... | In the last month, how often have you been ang... | In the last month, how often have you felt dif... | After 6:00 pm, I have drinks with caffeine (fo... | During the 1 hour before bedtime, I am very ac... | During the 1 hour before bedtime, I drink >4 g... | I go to bed with a stomachache (1=Always\n2=Fr... | I go to bed feeling hungry. (1=Always\n2=Frequ... | During the 1 hour before bedtime, I do things ... | I go to bed and do things in my bed that keep... | I go to bed and think about things I need to d... | I go to bed and replay the day's events over a... | I use my bed for things other than sleep (for ... | I check my clock several times during the nigh... | During the 1 hour before bedtime, things happe... | I go to bed feeling upset. (1=Always\n2=Freque... | I go to bed and worry about things happening a... | I fall asleep while listening to loud music. (... | I fall asleep while watching television. (1=Al... | I fall asleep in a brightly lit room (for exam... | I fall asleep in a room that feels too hot or ... | During the day I take a nap that lasts >1 hour... | After 6:00 pm, I smoke or chew tobacco. (1=Alw... | After 6:00 pm, I drink beer (or other drinks w... | I use a bedtime routine (for example, bathing,... | During the school week, I stay up >1 hour pas... | During the school week, I 'sleep in' >1 hour p... | On weekends, I stay up >1 hour past my usual b... | On weekends, I 'sleep in' >1 hour past my usua... | I sleep alone. (1=Always\n2=Frequently - if no... | I sleep all or part of the night with someone ... | Would you say that your growth in height: (1=h... | And how about the growth of your body hair? (B... | Have you noticed any skin changes, especially ... | Have you noticed that your breasts have begun ... | Have you begun to menstruate (started to have ... | If yes, how old were you when you started to m... | Would you say that your growth in height: (1=h... | And how about the growth of your body hair? (B... | Have you noticed any skin changes, especially ... | Have you noticed a deepening of your voice? (1... | Have you begun to grow hair on your face? (1=f... | I tell myself not to think about them now (1=A... | I try to push the thoughts out of my head. (1... | I call to mind positive images instead (1=Alm... | If the thoughts relate to a problem I make a d... | I try to block them out by reading a book, wat... | I ruminate about them (1=Almost never\n2=Some... | I decide to put them 'on hold' until the morni... | I let my mind go blank (1=Almost never\n2=Some... | I tell myself not to be so stupid (1=Almost ne... | I focus on the thought (1=Almost never\n2=Som... | I replace the thought with a more trivial bad ... | I punish myself for thinking the thought (1=Al... | I dwell on other worries (1=Almost never\n2=S... | I keep the thought to myself (1=Almost never\n... | I think about something else instead (1=Almost... | I challenge the thoughts validity (1=Almost ne... | I get angry at myself for having the thought (... | I avoid discussing the thought (1=Almost never... | I shout at myself for having the thought (1=Al... | I analyse the thought rationally (1=Almost ne... | I think pleasant thoughts instead (1=Almost ne... | I worry about more minor things instead (1=Al... | I do something that I enjoy (1=Almost never\n... | I try to reinterpret the thought (1=Almost ne... | I occupy myself with work instead (1=Almost ne... | I try a different way of thinking about it (1... | I think about past worries instead (1=Almost ... | I focus on different negative thoughts (1=Alm... | I question the reasons for having the thought ... | I tell myself that something bad will happen i... | I keep myself busy (1=Almost never\n2=Sometim... | I prefer to think things through than distract... | I seek reassurance from others (e.g. my partne... | I say 'stop' to myself (1=Almost never\n2=Som... | I do something physical to block them (e.g. tu... | Race (choice=<strong>American Indian/Alaska Na... | Race (choice=<strong>Asian:</strong> A person ... | Race (choice=<strong>Native Hawaiian or Other ... | Race (choice=<strong>Black or African American... | Race (choice=<strong>White:</strong> A person ... | Race (choice=<strong>Unknown / Not Reported</s... | Ethnicity (choice=<strong>Hispanic or Latino</... | Ethnicity (choice=<strong>NOT Hispanic or Lati... | Ethnicity (choice=<strong>Unknown / Not Report... | Gender (0=Female, 1=Male) |
| 1 | Record ID | psqi1 | psqi2 | psqi3 | psqi_4a | psqi4 | psqi_set1_psqi5a | psqi_set1_psqi5b | psqi_set1_psqi5c | psqi_set1_psqi5d | psqi_set1_psqi5e | psqi_set2_psqi5f | psqi_set2_psqi5g | psqi_set2_psqi5h | psqi_set2_psqi5i | psqi5j | pssqi5jb | psqi5jc | psqi_component6 | psqi_set3_psqi8 | psqi9 | psqi_component1 | isi_1 | isi_2 | isi_3 | isi_4 | isi_5 | isi_6 | isi_7 | ace_1 | ace_2 | ace_3 | ace_4 | ace_5 | ace_6 | ace_7 | ace_8 | ace_9 | ace_10 | bdi_1 | bdi_2 | bdi_3 | bdi_4 | bdi_5 | bdi_6 | bdi_7 | bdi_8 | bdi_9 | bdi_10 | bdi_11 | bdi_12 | bdi_13 | bdi_14 | bdi_15 | bdi_16 | bdi_17 | bdi_18 | bdi_19 | bdi_20 | bdi_21 | asq_1 | asq_2 | asq_3 | asq_4 | asq_5 | asq_6 | asq_7 | asq_8 | asq_9 | asq_10 | asq_11 | asq_12 | asq_13 | asq_14 | asq_15 | asq_16 | asq_17 | asq_18 | asq_19 | asq_20 | asq_21 | asq_22 | asq_23 | asq_24 | asq_25 | asq_26 | asq_27 | asq_28 | asq_29 | asq_30 | asq_31 | asq_32 | asq_33 | asq_34 | asq_35 | asq_36 | asq_37 | asq_38 | asq_39 | asq_40 | asq_41 | asq_42 | asq_43 | asq_44 | asq_45 | asq_46 | asq_47 | asq_48 | asq_49 | asq_50 | asq_51 | asq_52 | asq_53 | asq_54 | asq_55 | asq_56 | asq_57 | asq_58 | casq_1 | casq_2 | casq_3 | casq_4 | casq_5 | casq_6 | casq_7 | casq_8 | casq_9 | casq_10 | casq_11 | casq_12 | casq_13 | casq_14 | casq_15 | casq_16 | cope_1 | cope_2 | cope_3 | cope_4 | cope_5 | cope_6 | cope_7 | cope_8 | cope_9 | cope_10 | cope_11 | cope_12 | cope_13 | cope_14 | cope_15 | cope_16 | cope_17 | cope_18 | cope_19 | cope_20 | cope_21 | cope_22 | cope_23 | cope_24 | cope_25 | cope_26 | cope_27 | cope_28 | cope_29 | cope_30 | cope_31 | cope_32 | cope_33 | cope_34 | cope_35 | cope_36 | cope_37 | cope_38 | cope_39 | cope_40 | cope_41 | cope_42 | cope_43 | cope_44 | cope_45 | cope_46 | cope_47 | cope_48 | cope_49 | cope_50 | cope_51 | cope_52 | cope_53 | cope_54 | cope_55 | cope_56 | cope_57 | cope_58 | cope_59 | cope_60 | ders_1 | ders_2 | ders_3 | ders_4 | ders_5 | ders_6 | ders_7 | ders_8 | ders_9 | ders_10 | ders_11 | ders_12 | ders_13 | ders_14 | ders_15 | ders_16 | ders_17 | ders_18 | ders_19 | ders_20 | ders_21 | ders_22 | ders_23 | ders_24 | ders_25 | ders_26 | ders_27 | ders_28 | ders_29 | ders_30 | ders_31 | ders_32 | ders_33 | ders_34 | ders_35 | ders_36 | dbas_1 | dbas_2 | dbas_3 | dbas_4 | dbas_5 | dbas_6 | dbas_7 | dbas_8 | dbas_9 | dbas_10 | dbas_11 | dbas_12 | dbas_13 | dbas_14 | dbas_15 | dbas_16 | first_1 | first_2 | first_3 | first_4 | first_5 | first_6 | first_7 | first_8 | first_9 | stai_1 | stai_2 | stai_3 | stai_4 | stai_5 | stai_6 | stai_7 | stai_8 | stai_9 | stai_10 | stai_11 | stai_12 | stai_13 | stai_14 | stai_15 | stai_16 | stai_17 | stai_18 | stai_19 | stai_20 | neo_1 | neo_2 | neo_3 | neo_4 | neo_5 | neo_6 | neo_7 | neo_8 | neo_9 | neo_10 | neo_11 | neo_12 | neo_13 | neo_14 | neo_15 | neo_16 | neo_17 | neo_18 | neo_19 | neo_20 | neo_21 | neo_22 | neo_23 | neo_24 | neo_25 | neo_26 | neo_27 | neo_28 | neo_29 | neo_30 | neo_31 | neo_32 | neo_33 | neo_34 | neo_35 | neo_36 | neo_37 | neo_38 | neo_39 | neo_40 | neo_41 | neo_42 | neo_43 | neo_44 | neo_45 | neo_46 | neo_47 | neo_48 | neo_49 | neo_50 | neo_51 | neo_52 | neo_53 | neo_54 | neo_55 | neo_56 | neo_57 | neo_58 | neo_59 | neo_60 | meqr_1 | meqr_2 | meqr_3 | meqr_4 | meqr_5 | meqr_6 | meqr_7 | meqr_8 | meqr_9 | meqr_10 | meqr_11 | meqr_12 | meqr_13 | meqr_14 | meqr_15 | meqr_16 | meqr_17 | meqr_18 | meqr_19 | psrs_1 | psrs_2 | psrs_3 | psrs_4 | psrs_5 | psrs_6 | psrs_7 | psrs_8 | psrs_9 | psrs_10 | psrs_11 | psrs_12 | psrs_13 | psrs_14 | psrs_15 | psrs_16 | psrs_17 | psrs_18 | psrs_19 | psrs_20 | psrs_21 | psrs_22 | psrs_23 | pss_1 | pss_2 | pss_3 | pss_4 | pss_5 | pss_6 | pss_7 | pss_8 | pss_9 | pss_10 | ashs_1 | ashs_2 | ashs_3 | ashs_4 | ashs_5 | ashs_6 | ashs_7 | ashs_8 | ashs_9 | ashs_10 | ashs_11 | ashs_12 | ashs_13 | ashs_14 | ashs_15 | ashs_16 | ashs_17 | ashs_18 | ashs_19 | ashs_20 | ashs_21 | ashs_22 | ashs_23 | ashs_24 | ashs_25 | ashs_26 | ashs_27 | ashs_28 | pdsf_1 | pdsf_2 | pdsf_3 | pdsf_4 | pdsf_5a | pdsf_5b | pdsm_1 | pdsm_2 | pdsm_3 | pdsm_4 | pdsm_5 | tcqi_1 | tcqi_2 | tcqi_3 | tcqi_4 | tcqi_5 | tcqi_6 | tcqi_7 | tcqi_8 | tcqi_9 | tcqi_10 | tcqi_11 | tcqi_12 | tcqi_13 | tcqi_14 | tcqi_15 | tcqi_16 | tcqi_17 | tcqi_18 | tcqi_19 | tcqi_20 | tcqi_21 | tcqi_22 | tcqi_23 | tcqi_24 | tcqi_25 | tcqi_26 | tcqi_27 | tcqi_28 | tcqi_29 | tcqi_30 | tcqi_31 | tcqi_32 | tcqi_33 | tcqi_34 | tcqi_35 | race___0 | race___1 | race___2 | race___3 | race___4 | race___5 | ethnicity___0 | ethnicity___1 | ethnicity___2 | Sex |
| 2 | sub_001 | 2200 | 10 | 700 | 15 | 8.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 1 | 2 | 1 | 2 | 1 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 1 | 2 | 1 | 2 | 1 | 1 | 2 | 1 | 1 | 2 | 3 | 1 | 1 | 1 | 4 | 3 | 1 | 4 | 4 | 1 | 2 | 4 | 1 | 4 | 4 | 1 | 1 | 1 | 4 | 1 | 1 | 1 | 1 | 3 | 2 | 2 | 3 | 1 | 1 | 1 | 1 | 2 | 4 | 3 | 2 | 4 | 1 | 4 | 1 | 1 | 1 | 4 | 4 | 1 | 4 | 4 | 1 | 3 | 4 | 1 | 4 | 2 | 4 | 1 | 1 | 3 | 1 | 3 | 4 | 4 | 1 | 4 | 4 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 5 | 1 | 1 | 1 | 5 | 5 | 1 | 4 | 1 | 1 | 1 | 1 | 1 | 4 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 1 | 1 | 1 | 100 | 0 | 0 | 0 | 70 | 0 | 79 | 87 | 0 | 0 | 25 | 74 | 17 | 4 | 4 | 0 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 4 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 3 | 1 | 4 | 3 | 0 | 2 | 2 | 4 | 4 | 0 | 1 | 2 | 3 | 3 | 4 | 4 | 4 | 1 | 4 | 0 | 3 | 2 | 3 | 4 | 0 | 3 | 4 | 4 | 3 | 0 | 3 | 2 | 4 | 4 | 0 | 3 | 3 | 4 | 3 | 0 | 4 | 3 | 3 | 3 | 0 | 4 | 2 | 4 | 4 | 0 | 4 | 3 | 3 | 4 | 0 | 4 | 1 | 3 | 4 | 3 | 4 | 1 | 3 | 2 | 2 | 2 | 4 | 2 | 4 | 4 | 5 | 1 | 3 | 4 | 4 | 3 | 3 | 4 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 2 | 0 | 3 | 4 | 0 | 0 | 1 | 1 | 6 | 6 | 6 | 6 | 5 | 6 | 6 | 5 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 5 | 6 | 6 | 6 | 1 | 5 | 6 | 5 | 5 | 1 | 6 | 4 | 4 | 3 | 4 | 1 | 13 | NaN | NaN | NaN | NaN | NaN | 4 | 4 | 4 | 2 | 2 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 1 | 1 | 1 | 1 | 2 | 4 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 2 | 4 | 3 | 4 | 4 | 2 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 |
| 3 | sub_002 | 2200 | 10 | 500 | 10 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | NaN | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 1 | 2 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 3 | 2 | 1 | 1 | 1 | 4 | 4 | 1 | 2 | 3 | 1 | 1 | 1 | 1 | 3 | 2 | 1 | 3 | 3 | 2 | 2 | 1 | 1 | 3 | 2 | 4 | 1 | 2 | 1 | 4 | 1 | 1 | 1 | 3 | 3 | 2 | 4 | 2 | 2 | 1 | 1 | 1 | 4 | 4 | 1 | 2 | 3 | 2 | 4 | 4 | 2 | 1 | 1 | 2 | 1 | 1 | 2 | 1 | 4 | 2 | 3 | 2 | 4 | 4 | 2 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 1 | 2 | 2 | 1 | 2 | 2 | 1 | 1 | 1 | 2 | 2 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 41 | 21 | 6 | 16 | 10 | 4 | 5 | 0 | 7 | 6 | 10 | 54 | 5 | 0 | 0 | 4 | 2 | 1 | 2 | 3 | 2 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 2 | 3 | 4 | 4 | 0 | 3 | 0 | 4 | 4 | 0 | 3 | 3 | 4 | 3 | 1 | 4 | 3 | 3 | 3 | 0 | 2 | 2 | 4 | 3 | 0 | 3 | 2 | 3 | 4 | 1 | 1 | 1 | 3 | 4 | 1 | 3 | 3 | 4 | 4 | 0 | 4 | 2 | 3 | 4 | 4 | 2 | 3 | 3 | 4 | 1 | 3 | 3 | 2 | 4 | 1 | 3 | 3 | 3 | 3 | 3 | 3 | 1 | 4 | 3 | 1 | 2 | 2 | 4 | 3 | 6 | 2 | 3 | 4 | 4 | 1 | 4 | 3 | 4 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 2 | 3 | 1 | 1 | 0 | 0 | 0 | 1 | 5 | 6 | 6 | 5 | 6 | 5 | 4 | 4 | 5 | 4 | 5 | 6 | 6 | 6 | 6 | 6 | 6 | 5 | 6 | 6 | 5 | 2 | 5 | 5 | 4 | 4 | 1 | 6 | 3 | 3 | 3 | 3 | 1 | 13 | NaN | NaN | NaN | NaN | NaN | 1 | 2 | 4 | 3 | 3 | 2 | 2 | 1 | 1 | 2 | 1 | 1 | 1 | 2 | 3 | 3 | 1 | 1 | 1 | 3 | 4 | 1 | 3 | 3 | 1 | 3 | 1 | 1 | 2 | 1 | 2 | 2 | 2 | 2 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 |
| 4 | sub_003 | 2300 | 45 | 730 | 0 | 8 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | NaN | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 2 | 2 | 4 | 4 | 2 | 1 | 3 | 2 | 1 | 2 | 1 | 2 | 1 | 2 | 1 | 1 | 2 | 2 | 1 | 2 | 2 | 4 | 2 | 1 | 2 | 1 | 2 | 2 | 2 | 1 | 1 | 2 | 1 | 1 | 2 | 1 | 3 | 1 | 1 | 1 | 3 | 2 | 2 | 2 | 3 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 3 | 2 | 5 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 2 | 1 | 3 | 1 | 1 | 1 | 2 | 3 | 2 | 3 | 4 | 1 | 1 | 1 | 2 | 1 | 1 | 4 | 1 | 2 | 3 | 3 | 1 | 2 | 1 | 1 | 2 | 3 | 1 | 4 | 1 | 1 | 1 | 1 | 4 | 4 | 4 | 2 | 4 | 4 | 4 | 1 | 2 | 1 | 4 | 3 | 1 | 3 | 3 | 4 | 4 | 3 | 1 | 3 | 1 | 1 | 3 | 3 | 4 | 1 | 1 | 2 | 1 | 1 | 2 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 3 | 2 | 1 | 2 | 4 | 1 | 1 | 1 | 1 | 1 | 5 | 1 | 1 | 3 | 1 | 2 | 1 | 3 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | NaN | 2 | 2 | 1 | 8 | 3 | 3 | 3 | 13 | 79 | 80 | 60 | 0 | 3 | 1 | 1 | 2 | 1 | 1 | 2 | 1 | 3 | 2 | 1 | 1 | 1 | 3 | 1 | 1 | 1 | 2 | 1 | 2 | 2 | 1 | 1 | 1 | 2 | 2 | 3 | 2 | 2 | 1 | 1 | 1 | 0 | 3 | 0 | 4 | 4 | 2 | 3 | 1 | 3 | 3 | 2 | 2 | 3 | 2 | 2 | 0 | 3 | 1 | 3 | 3 | 1 | 2 | 1 | 3 | 2 | 0 | 2 | 3 | 3 | 1 | 1 | 2 | 2 | 2 | 3 | 1 | 3 | 2 | 3 | 3 | 1 | 3 | 1 | 2 | 1 | 4 | 2 | 3 | 3 | 3 | 1 | 2 | 3 | 4 | 2 | 0 | 2 | 1 | 3 | 2 | 2 | 2 | 1 | 2 | 1 | 2 | 2 | 1 | 1 | 3 | 4 | 2 | 2 | 1 | 2 | 2 | 2 | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 2 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 2 | 4 | 6 | 4 | 5 | 6 | 6 | 6 | 5 | 6 | 3 | 6 | 6 | 6 | 4 | 6 | 6 | 6 | 5 | 6 | 6 | 6 | 1 | 4 | 4 | 1 | 5 | 1 | 6 | NaN | NaN | NaN | NaN | NaN | NaN | 4 | 3 | 3 | 3 | 3 | 1 | 1 | 3 | 3 | 3 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 4 | 1 | 4 | 3 | 3 | 2 | 1 | 1 | 1 | 1 | 3 | 4 | 3 | 1 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 |
Insomnia Data Dictionary:
| Columns | Description | |
|---|---|---|
| 0 | Group | INSOMNIA= 1, CONTROL=0 |
| 1 | SubGroup | clean INSOMNIA= 2, subclinical INSOMNIA = 1, C... |
| 2 | Remote | Remote data collection = 1, In person data col... |
| 3 | Sex | MALE = 1, FEMALE = 0 |
| 4 | Age | Years |
print(insomnia_data_dictionary.head(50))
Columns Description 0 Group INSOMNIA= 1, CONTROL=0 1 SubGroup clean INSOMNIA= 2, subclinical INSOMNIA = 1, C... 2 Remote Remote data collection = 1, In person data col... 3 Sex MALE = 1, FEMALE = 0 4 Age Years 5 American_Indian race 6 Asian race 7 Native_Hawaiian race 8 Black race 9 White race 10 unknown_Race race 11 Hispanic ethnicity 12 NotHispanic ethnicity 13 unknown_Etnicity ethnicity 14 PDS_FEMALE Pubertal Development Scale for FEMALES 15 PDS_MALE Pubertal Development Scale for MALES 16 ISI_total ISI total (Insomnia severity index ) 17 PSQI_total PSQI total (Pittsburgh sleep quality index ) 18 BDI_total BDI-II Total Score (Becks Depression inventory) 19 ASHS_total ASHS Total (Adolescent Sleep Hygiene Scale) 20 ASHS_physiological ASHS - Physiological Domain (Adolescent Sleep ... 21 ASHS_cognitive ASHS - Cognitive Domain (Adolescent Sleep Hygi... 22 ASHS_emotional ASHS - Emotional Domain (Adolescent Sleep Hygi... 23 ASHS_SleepEnvirnmont ASHS - Sleep Environment (Adolescent Sleep Hyg... 24 ASHS_DaytimeSleep ASHS - Daytime Sleep (Adolescent Sleep Hygiene... 25 ASHS_substances ASHS - Substances (Adolescent Sleep Hygiene Sc... 26 ASHS_bedtimeRoutine ASHS - Bedtime Routine (Adolescent Sleep Hygie... 27 ASHS_sleepStability ASHS - Sleep Stability (Adolescent Sleep Hygie... 28 ASHS_BedroomSharing ASHS - Bed / Bedroom sharing (Adolescent Sleep... 29 DBAS_total DBAS Total Score (Dysfunctional Beliefs and At... 30 FIRST_total FIRST Total Score (Ford insomnia Response to S... 31 GCTI_total GCTI Total Score (The Glasgow Content of Thoug... 32 GCTI_anxiety GCTI Sleep Related Anxiety (The Glasgow Conten... 33 GCTI_reflection GCTI Reflection and Planning (The Glasgow Cont... 34 GCTI_worries GCTI General Worries (The Glasgow Content of T... 35 GCTI_thoughts GCTI Thoughts About the Environment (The Glasg... 36 GCTI_negativeAffect GCTI Negative Affect (The Glasgow Content of T... 37 STAI_Y_total STAI Y-2 Total Score (State-Trait Anxiety Inve... 38 NEO_neuroticism Neuroticism 39 NEO_extraversion Extroversion 40 NEO_openness Openness 41 NEO_agreeableness Agreeableness 42 NEO_Conscientiousness Conscientiousness 43 MEQr_total MEQr Total (The Morningness-Eveningness Questi... 44 PSRS_PrR PSRS Prolonged Reactivity (PrR) (Perceived Str... 45 PSRS_RWO PSRS Reactivity to Work Overload (RWO) (Percei... 46 PSRS_RSC PSRS Reactivity to Social Conflict (RSC) (Perc... 47 PSRS_FRa PSRS Reactivity to Failure (RFa) (Perceived St... 48 PSRS_RSE PSRS Reactivity to Social Evaluation (RSE) (Pe... 49 PSRS_total Perceived Stress Reactivity Total Score (PSRS-...
# Summary statistics for insomnia_data
insomnia_data.describe(include='all')
| ID | Group | SubGroup | Remote | Sex | Age | American_Indian | Asian | Native_Hawaiian | Black | White | unknown_Race | Hispanic | NotHispanic | unknown_Etnicity | PDS_FEMALE | PDS_MALE | ISI_total | PSQI_total | BDI_total | ASHS_total | ASHS_physiological | ASHS_cognitive | ASHS_emotional | ASHS_SleepEnvirnmont | ASHS_DaytimeSleep | ASHS_substances | ASHS_bedtimeRoutine | ASHS_sleepStability | ASHS_BedroomSharing | DBAS_total | FIRST_total | GCTI_total | GCTI_anxiety | GCTI_reflection | GCTI_worries | GCTI_thoughts | GCTI_negativeAffect | STAI_Y_total | NEO_neuroticism | NEO_extraversion | NEO_openness | NEO_agreeableness | NEO_Conscientiousness | MEQr_total | PSRS_PrR | PSRS_RWO | PSRS_RSC | PSRS_FRa | PSRS_RSE | PSRS_total | PSS_total | TCQI_R_Total | TCQIR_Aggressive_supression | TCQIR_cognitive_distraction | TCQIR_reappraisal | TCQIR_behavtioral_distraction | TCQIR_social_avoidance | TCQIR_worry | ACE_tot | asq_home | asq_school | asq_attendance | asq_romantic | asq_peer | asq_teacher | asq_future | asq_leisure | asq_finance | asq_responsibility | casq_total | casq_sleepy | casq_alert | cope_disengage_su | cope_growth | cope_disengage_mental | cope_emotions | cope_socialsupp_instr | cope_active | cope_denial | cope_religion | cope_humor | cope_disengage_emo | cope_restraint | cope_socialsupp_emo | cope_acccept | cope_suppression | cope_planning | ders_nonaccpetance | ders_total | ders_goals | ders_impulse | ders_awareness | ders_strategies | ders_clarity | Unnamed: 95 | ZISI_total | ZPSQI_total | ZBDI_total | ZASHS_total | ZASHS_physiological | ZASHS_cognitive | ZASHS_emotional | ZASHS_SleepEnvirnmont | ZASHS_DaytimeSleep | ZASHS_substances | ZASHS_bedtimeRoutine | ZASHS_sleepStability | ZASHS_BedroomSharing | ZDBAS_total | ZFIRST_total | ZGCTI_total | ZGCTI_anxiety | ZGCTI_reflection | ZGCTI_worries | ZGCTI_thoughts | ZGCTI_negativeAffect | ZSTAI_Y_total | ZNEO_neuroticism | ZNEO_extraversion | ZNEO_openness | ZNEO_agreeableness | ZNEO_Conscientiousness | ZMEQr_total | ZPSRS_PrR | ZPSRS_RWO | ZPSRS_RSC | ZPSRS_FRa | ZPSRS_RSE | ZPSRS_total | ZPSS_total | ZTCQI_R_Total | ZTCQIR_Aggressive_supression | ZTCQIR_cognitive_distraction | ZTCQIR_reappraisal | ZTCQIR_behavtioral_distraction | ZTCQIR_social_avoidance | ZTCQIR_worry | ZACE_tot | Zasq_home | Zasq_school | Zasq_attendance | Zasq_romantic | Zasq_peer | Zasq_teacher | Zasq_future | Zasq_leisure | Zasq_finance | Zasq_responsibility | Zcasq_total | Zcasq_sleepy | Zcasq_alert | Zcope_growth | Zcope_disengage_mental | Zcope_emotions | Zcope_socialsupp_instr | Zcope_active | Zcope_denial | Zcope_religion | Zcope_humor | Zcope_disengage_emo | Zcope_restraint | Zcope_socialsupp_emo | Zcope_disengage_su | Zcope_acccept | Zcope_suppression | Zcope_planning | Zders_nonaccpetance | Zders_goals | Zders_impulse | Zders_awareness | Zders_strategies | Zders_clarity | ZDERS_total | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 95 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.0 | 95.000000 | 95.000000 | 95.0 | 59.000000 | 36.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 93.000000 | 95.000000 | 95.000000 | 93.000000 | 95 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 94.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 94.000000 | 94.000000 | 95.000000 | 95.000000 | 95.000000 | 94.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 94 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 95.000000 | 94.000000 | 95.000000 | 95.000000 | 95.000000 | 0.0 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 95 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 95 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 | 9.500000e+01 |
| unique | 95 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 15 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 91 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 11 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 15 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 91 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| top | sub_001 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 5.6 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 55.31 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 4 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.716262391 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.331726701 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| freq | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 14 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 53 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 14 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| mean | NaN | 0.494737 | 0.768421 | 0.336842 | 0.378947 | 17.944211 | 0.021053 | 0.368421 | 0.010526 | 0.010526 | 0.631579 | 0.0 | 0.189474 | 0.800000 | 0.0 | 15.661017 | 15.805556 | 6.926316 | 5.663158 | 4.842105 | 4.481158 | NaN | 3.678947 | 4.894737 | 5.357895 | 4.957895 | 5.924731 | 2.347368 | 3.855263 | 3.553763 | NaN | 19.305263 | 45.210526 | 13.484211 | 9.010526 | 7.673684 | 4.926316 | 5.105263 | 42.536842 | 18.442105 | 28.768421 | 25.989474 | 26.884211 | 29.978947 | 49.747368 | 4.484211 | 4.021053 | 4.989474 | 4.536842 | 4.452632 | 22.484211 | 18.263158 | 68.263158 | 12.494737 | 11.157895 | 15.315789 | 10.410526 | 6.936842 | 11.947368 | 0.510638 | 21.547368 | 16.326316 | 5.357895 | 7.642105 | 10.957895 | 9.694737 | 8.578947 | 10.621053 | 6.787234 | 4.468085 | 36.494737 | 20.136842 | 13.642105 | 4.180851 | 11.831579 | 8.673684 | 8.031579 | 10.252632 | 10.421053 | 4.631579 | NaN | 8.989474 | 5.421053 | 8.757895 | 10.168421 | 10.873684 | 8.305263 | 10.810526 | 9.936842 | 78.810526 | 13.094737 | 10.223404 | 19.326316 | 14.431579 | 11.652632 | NaN | -8.421057e-11 | 2.105263e-11 | 6.315786e-11 | 5.263157e-11 | NaN | -5.263156e-11 | -4.210530e-11 | 7.368421e-11 | 1.052632e-10 | 2.105269e-11 | -1.157895e-10 | 3.157897e-11 | 3.789473e-10 | NaN | 6.315793e-11 | 2.105263e-11 | -6.315790e-11 | 6.315791e-11 | 1.368421e-10 | -3.157895e-11 | 9.473685e-11 | -1.052631e-11 | -9.473684e-11 | 9.473685e-11 | -7.368423e-11 | 3.157893e-11 | 2.105263e-11 | -2.842105e-10 | 8.421054e-11 | -2.105261e-11 | -1.263158e-10 | 1.473685e-10 | 1.052632e-11 | 5.263158e-11 | 9.473685e-11 | -4.210526e-11 | -1.157895e-10 | -5.263156e-11 | -3.157894e-11 | 2.105264e-11 | 1.052632e-10 | 4.210527e-11 | -2.421053e-10 | -8.421054e-11 | -6.315794e-11 | -5.263159e-11 | 5.263157e-11 | -1.263158e-10 | 1.473684e-10 | -7.011935e-18 | 1.052632e-11 | -4.210524e-11 | 1.684211e-10 | 1.052633e-11 | -1.052632e-10 | 4.210527e-11 | 5.263163e-11 | 1.368421e-10 | 1.869849e-17 | 7.368421e-11 | -3.157895e-11 | -3.157894e-11 | -5.263162e-11 | -1.052632e-11 | -1.368421e-10 | -7.368417e-11 | 4.210525e-11 | -4.315790e-10 | -6.315789e-11 | -2.631579e-10 | -2.454177e-17 | 6.315787e-11 | -1.578947e-10 | 9.473684e-11 | -1.052628e-11 | 8.421052e-11 | 3.157893e-11 | 1.052633e-11 |
| std | NaN | 0.502625 | 0.856174 | 0.475138 | 0.487699 | 0.970711 | 0.144321 | 0.484935 | 0.102598 | 0.102598 | 0.484935 | 0.0 | 0.393963 | 0.402122 | 0.0 | 1.267773 | 2.122255 | 4.901676 | 2.959336 | 4.769843 | 0.413693 | NaN | 0.964596 | 0.772466 | 0.577334 | 1.138455 | 0.207813 | 1.374296 | 0.744286 | 0.280357 | NaN | 5.619256 | 13.247155 | 4.909529 | 2.807644 | 2.769293 | 2.074373 | 1.741079 | 6.511545 | 5.348923 | 4.590584 | 4.574431 | 6.470659 | 5.490764 | 7.712891 | 1.668629 | 2.324609 | 1.387595 | 1.294921 | 1.699615 | 4.708216 | 4.218022 | 9.229014 | 2.305745 | 2.630896 | 3.653221 | 2.856477 | 1.596609 | 3.292055 | 0.851876 | 8.001022 | 5.653924 | 1.861798 | 3.429893 | 3.637616 | 3.479648 | 2.962815 | 3.507375 | 2.639128 | 1.757944 | 6.278761 | 5.340752 | 4.419290 | 0.702725 | 2.579183 | 2.012948 | 3.068206 | 3.188972 | 2.322778 | 1.167400 | NaN | 3.562496 | 1.813536 | 2.162130 | 3.783088 | 2.670732 | 2.119181 | 2.958201 | 3.506257 | 14.222618 | 3.623428 | 2.904036 | 6.161725 | 3.706385 | 2.504330 | NaN | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | NaN | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | NaN | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 | 1.000000e+00 |
| min | NaN | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 15.800000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.000000 | 0.0 | 12.000000 | 12.000000 | 0.000000 | 0.000000 | 0.000000 | 3.430000 | NaN | 1.500000 | 2.330000 | 3.500000 | 1.000000 | 5.000000 | 1.000000 | 2.250000 | 2.500000 | NaN | 9.000000 | 25.000000 | 8.000000 | 4.000000 | 4.000000 | 3.000000 | 3.000000 | 22.000000 | 4.000000 | 16.000000 | 16.000000 | 18.000000 | 13.000000 | 30.000000 | 0.000000 | 0.000000 | 1.000000 | 2.000000 | 0.000000 | 10.000000 | 6.000000 | 48.000000 | 8.000000 | 5.000000 | 9.000000 | 5.000000 | 3.000000 | 7.000000 | 0.000000 | 12.000000 | 7.000000 | 3.000000 | 5.000000 | 7.000000 | 7.000000 | 3.000000 | 5.000000 | 4.000000 | 3.000000 | 18.000000 | 11.000000 | 5.000000 | 4.000000 | 6.000000 | 5.000000 | 4.000000 | 4.000000 | 4.000000 | 4.000000 | NaN | 4.000000 | 4.000000 | 4.000000 | 4.000000 | 5.000000 | 4.000000 | 4.000000 | 6.000000 | 37.000000 | 5.000000 | 6.000000 | 6.000000 | 8.000000 | 5.000000 | NaN | -1.413051e+00 | -1.913658e+00 | -1.015150e+00 | -2.546886e+00 | NaN | -2.258974e+00 | -3.316815e+00 | -3.218058e+00 | -3.476548e+00 | -4.796722e+00 | -9.804062e-01 | -2.156783e+00 | -5.765677e+00 | NaN | -1.833920e+00 | -1.525650e+00 | -1.117054e+00 | -1.784602e+00 | -1.326579e+00 | -9.286255e-01 | -1.209172e+00 | -3.153912e+00 | -2.700003e+00 | -2.781437e+00 | -2.183763e+00 | -1.372999e+00 | -3.092274e+00 | -2.560307e+00 | -2.687362e+00 | -1.729776e+00 | -2.875099e+00 | -1.959071e+00 | -2.619789e+00 | -2.651580e+00 | -2.907324e+00 | -2.195593e+00 | -1.949364e+00 | -2.340608e+00 | -1.728828e+00 | -1.894125e+00 | -2.465752e+00 | -1.502821e+00 | -5.951622e-01 | -1.193269e+00 | -1.649530e+00 | -1.266461e+00 | -7.703171e-01 | -1.088046e+00 | -7.744280e-01 | -1.882988e+00 | -1.602638e+00 | -1.002415e+00 | -7.828529e-01 | -2.945603e+00 | -1.710778e+00 | -1.955542e+00 | -2.261018e+00 | -1.825027e+00 | -1.313986e+00 | -1.960705e+00 | -2.764385e+00 | -5.410135e-01 | -6.115529e-01 | -1.400556e+00 | -7.835810e-01 | -2.200560e+00 | -1.630525e+00 | -2.393677e-01 | -2.199279e+00 | -2.031569e+00 | -2.302253e+00 | -1.122805e+00 | -2.234000e+00 | -1.358413e+00 | -2.162757e+00 | -1.735270e+00 | -2.656452e+00 | -2.939721e+00 |
| 25% | NaN | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 17.250000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 1.000000 | 0.0 | 15.000000 | 14.000000 | 3.000000 | 4.000000 | 1.000000 | 4.195000 | NaN | 3.000000 | 4.330000 | 5.000000 | 4.000000 | 6.000000 | 1.000000 | 3.250000 | 3.500000 | NaN | 15.000000 | 34.500000 | 9.000000 | 7.000000 | 5.000000 | 3.000000 | 4.000000 | 40.000000 | 15.000000 | 26.000000 | 23.000000 | 22.000000 | 27.500000 | 45.500000 | 3.500000 | 2.000000 | 4.000000 | 4.000000 | 3.500000 | 20.000000 | 16.000000 | 63.000000 | 11.000000 | 9.000000 | 12.500000 | 8.000000 | 6.000000 | 9.000000 | 0.000000 | 15.000000 | 12.000000 | 4.000000 | 5.000000 | 8.000000 | 7.000000 | 6.000000 | 8.000000 | 5.000000 | 3.000000 | 33.500000 | 16.000000 | 10.000000 | 4.000000 | 10.000000 | 7.000000 | 5.000000 | 8.000000 | 9.000000 | 4.000000 | NaN | 6.000000 | 4.000000 | 7.000000 | 7.000000 | 9.000000 | 7.000000 | 9.000000 | 7.000000 | 70.500000 | 11.000000 | 8.250000 | 15.000000 | 12.000000 | 10.000000 | NaN | -8.010150e-01 | -5.620037e-01 | -8.054994e-01 | -6.883598e-01 | NaN | -7.038831e-01 | -7.269732e-01 | -6.199092e-01 | -8.413986e-01 | 3.620167e-01 | -9.804062e-01 | -8.132134e-01 | -1.211277e-02 | NaN | -7.661625e-01 | -8.085152e-01 | -9.133689e-01 | -7.160901e-01 | -9.654756e-01 | -9.286255e-01 | -6.348152e-01 | -3.895914e-01 | -6.435137e-01 | -6.030651e-01 | -6.535181e-01 | -7.548243e-01 | -4.514759e-01 | -5.506843e-01 | -5.898319e-01 | -8.694161e-01 | -7.130854e-01 | -4.145753e-01 | -5.604986e-01 | -5.276330e-01 | -5.365448e-01 | -5.702839e-01 | -6.482662e-01 | -8.202129e-01 | -7.707690e-01 | -8.438808e-01 | -5.867699e-01 | -8.952974e-01 | -5.951622e-01 | -8.183165e-01 | -7.651882e-01 | -7.293457e-01 | -7.703171e-01 | -8.131410e-01 | -7.744280e-01 | -8.704381e-01 | -7.472975e-01 | -6.586262e-01 | -7.828529e-01 | -4.769630e-01 | -7.745805e-01 | -8.241381e-01 | -7.101393e-01 | -8.314592e-01 | -9.880625e-01 | -7.063818e-01 | -6.117902e-01 | -5.410135e-01 | -6.115529e-01 | -8.391515e-01 | -7.835810e-01 | -8.130386e-01 | -8.375223e-01 | -2.393677e-01 | -7.015620e-01 | -6.159280e-01 | -6.120363e-01 | -8.376003e-01 | -5.781092e-01 | -5.810079e-01 | -7.021274e-01 | -6.560514e-01 | -6.599097e-01 | -5.843176e-01 |
| 50% | NaN | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 18.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 | 0.0 | 0.000000 | 1.000000 | 0.0 | 16.000000 | 16.000000 | 6.000000 | 5.000000 | 4.000000 | 4.500000 | NaN | 3.670000 | 5.000000 | 5.500000 | 5.000000 | 6.000000 | 2.000000 | 4.000000 | 3.500000 | NaN | 18.000000 | 43.000000 | 11.000000 | 9.000000 | 8.000000 | 4.000000 | 5.000000 | 43.000000 | 18.000000 | 29.000000 | 26.000000 | 25.000000 | 30.000000 | 50.000000 | 5.000000 | 4.000000 | 5.000000 | 5.000000 | 4.000000 | 23.000000 | 19.000000 | 69.000000 | 13.000000 | 11.000000 | 15.000000 | 10.000000 | 7.000000 | 12.000000 | 0.000000 | 19.000000 | 16.000000 | 5.000000 | 6.000000 | 10.000000 | 8.000000 | 8.000000 | 10.000000 | 6.000000 | 4.000000 | 37.000000 | 20.000000 | 13.000000 | 4.000000 | 12.000000 | 8.000000 | 8.000000 | 11.000000 | 10.000000 | 4.000000 | NaN | 8.000000 | 5.000000 | 9.000000 | 11.000000 | 11.000000 | 8.000000 | 11.000000 | 9.000000 | 80.000000 | 12.000000 | 10.000000 | 20.000000 | 14.000000 | 12.000000 | NaN | -1.889794e-01 | -2.240901e-01 | -1.765478e-01 | 4.640628e-02 | NaN | -1.273173e-02 | 1.363075e-01 | 2.461404e-01 | 3.698455e-02 | 3.620167e-01 | -2.527610e-01 | 1.944641e-01 | -1.211277e-02 | NaN | -2.322840e-01 | -1.668680e-01 | -5.059978e-01 | -3.749163e-03 | 1.178336e-01 | -4.465522e-01 | -6.045859e-02 | 7.112872e-02 | -8.265314e-02 | 5.044651e-02 | 2.301120e-03 | -2.911930e-01 | 3.834190e-03 | 3.275446e-02 | 3.091098e-01 | -9.056418e-03 | 7.586014e-03 | 3.576728e-01 | -2.663142e-01 | 1.095509e-01 | 1.746890e-01 | 7.983975e-02 | 2.191323e-01 | -6.001558e-02 | -8.644138e-02 | -1.437177e-01 | 3.955752e-02 | 1.598745e-02 | -5.951622e-01 | -3.183804e-01 | -5.771493e-02 | -1.922307e-01 | -4.787628e-01 | -2.633304e-01 | -4.870426e-01 | -1.954045e-01 | -1.770705e-01 | -3.148378e-01 | -2.837185e-01 | 8.047179e-02 | -2.562226e-02 | -1.452960e-01 | 6.530016e-02 | -3.346754e-01 | -1.029232e-02 | 2.343603e-01 | -1.812712e-01 | -5.410135e-01 | -6.115529e-01 | -2.777473e-01 | -2.321722e-01 | 1.119754e-01 | 2.198148e-01 | -2.393677e-01 | 4.729631e-02 | -1.440477e-01 | 6.405031e-02 | -2.671915e-01 | -3.021274e-01 | -1.145649e-01 | 1.093337e-01 | -1.164420e-01 | 1.387071e-01 | 8.363254e-02 |
| 75% | NaN | 1.000000 | 2.000000 | 1.000000 | 1.000000 | 18.650000 | 0.000000 | 1.000000 | 0.000000 | 0.000000 | 1.000000 | 0.0 | 0.000000 | 1.000000 | 0.0 | 17.000000 | 17.000000 | 10.000000 | 7.500000 | 8.000000 | 4.770000 | NaN | 4.415000 | 5.330000 | 5.750000 | 6.000000 | 6.000000 | 3.000000 | 4.500000 | 3.500000 | NaN | 23.000000 | 55.500000 | 17.500000 | 11.000000 | 10.000000 | 6.000000 | 6.500000 | 47.000000 | 22.000000 | 30.500000 | 28.000000 | 31.000000 | 33.000000 | 54.000000 | 6.000000 | 6.000000 | 6.000000 | 5.000000 | 6.000000 | 25.000000 | 20.500000 | 73.000000 | 14.000000 | 13.000000 | 18.000000 | 12.000000 | 8.000000 | 14.000000 | 1.000000 | 27.000000 | 20.000000 | 6.000000 | 9.000000 | 13.500000 | 11.000000 | 11.000000 | 13.000000 | 8.000000 | 5.000000 | 40.000000 | 23.000000 | 17.000000 | 4.000000 | 13.500000 | 10.000000 | 10.000000 | 12.000000 | 12.000000 | 5.000000 | NaN | 11.500000 | 6.000000 | 10.000000 | 13.000000 | 13.000000 | 10.000000 | 13.000000 | 12.000000 | 88.000000 | 15.000000 | 12.000000 | 24.000000 | 16.000000 | 13.000000 | NaN | 6.270680e-01 | 6.206940e-01 | 6.620543e-01 | 6.947292e-01 | NaN | 7.648135e-01 | 5.679478e-01 | 6.791653e-01 | 9.153677e-01 | 3.620167e-01 | 4.748843e-01 | 8.662490e-01 | -1.211277e-02 | NaN | 6.575136e-01 | 7.767308e-01 | 8.179583e-01 | 7.085918e-01 | 8.400398e-01 | 5.175946e-01 | 8.010763e-01 | 6.854222e-01 | 6.651610e-01 | 3.772023e-01 | 4.395140e-01 | 6.360696e-01 | 5.502063e-01 | 5.513667e-01 | 9.084042e-01 | 8.513033e-01 | 7.282574e-01 | 3.576728e-01 | 9.104231e-01 | 5.343402e-01 | 5.303059e-01 | 5.132555e-01 | 6.528315e-01 | 7.001818e-01 | 7.347517e-01 | 5.564454e-01 | 6.658850e-01 | 6.235107e-01 | 5.827630e-01 | 6.814919e-01 | 6.497584e-01 | 3.448844e-01 | 3.959000e-01 | 6.988382e-01 | 3.751136e-01 | 8.171459e-01 | 6.782700e-01 | 5.446332e-01 | 2.154159e-01 | 5.582730e-01 | 5.360964e-01 | 7.598268e-01 | 6.468797e-01 | 6.588922e-01 | 6.415545e-01 | 5.479410e-01 | 6.797669e-01 | 3.155912e-01 | 1.579507e-01 | 7.047099e-01 | 3.192367e-01 | 5.744824e-01 | 7.484834e-01 | -2.393677e-01 | 7.961546e-01 | 7.997130e-01 | 7.401369e-01 | 5.884217e-01 | 5.258179e-01 | 5.073590e-01 | 7.585026e-01 | 4.231673e-01 | 5.380155e-01 | 6.461169e-01 |
| max | NaN | 1.000000 | 2.000000 | 1.000000 | 1.000000 | 20.100000 | 1.000000 | 1.000000 | 1.000000 | 1.000000 | 1.000000 | 0.0 | 1.000000 | 1.000000 | 0.0 | 17.000000 | 20.000000 | 20.000000 | 14.000000 | 21.000000 | 5.430000 | NaN | 5.830000 | 6.000000 | 6.000000 | 6.000000 | 6.000000 | 6.000000 | 5.250000 | 5.000000 | NaN | 36.000000 | 78.000000 | 29.000000 | 16.000000 | 14.000000 | 12.000000 | 10.000000 | 54.000000 | 33.000000 | 42.000000 | 39.000000 | 43.000000 | 46.000000 | 70.000000 | 7.000000 | 9.000000 | 8.000000 | 8.000000 | 10.000000 | 34.000000 | 28.000000 | 92.000000 | 18.000000 | 17.000000 | 24.000000 | 18.000000 | 11.000000 | 24.000000 | 4.000000 | 48.000000 | 31.000000 | 11.000000 | 19.000000 | 24.000000 | 23.000000 | 15.000000 | 20.000000 | 16.000000 | 11.000000 | 54.000000 | 37.000000 | 25.000000 | 8.000000 | 16.000000 | 13.000000 | 16.000000 | 16.000000 | 16.000000 | 9.000000 | NaN | 16.000000 | 12.000000 | 14.000000 | 16.000000 | 16.000000 | 14.000000 | 16.000000 | 20.000000 | 119.000000 | 22.000000 | 20.000000 | 30.000000 | 25.000000 | 18.000000 | NaN | 2.667187e+00 | 2.817132e+00 | 3.387511e+00 | 2.293926e+00 | NaN | 2.233510e+00 | 1.431228e+00 | 1.112190e+00 | 9.153677e-01 | 3.620167e-01 | 2.657820e+00 | 1.873926e+00 | 3.440026e+00 | NaN | 2.970987e+00 | 2.475209e+00 | 3.160342e+00 | 2.489444e+00 | 2.284452e+00 | 3.410035e+00 | 2.811324e+00 | 1.760436e+00 | 2.721650e+00 | 2.882330e+00 | 2.844185e+00 | 2.490595e+00 | 2.917819e+00 | 2.625816e+00 | 1.507699e+00 | 2.141843e+00 | 2.169600e+00 | 2.674417e+00 | 3.263898e+00 | 2.445892e+00 | 2.308390e+00 | 2.571980e+00 | 2.387628e+00 | 2.220576e+00 | 2.377138e+00 | 2.656935e+00 | 2.544867e+00 | 3.661127e+00 | 4.116539e+00 | 3.306157e+00 | 2.595310e+00 | 3.030460e+00 | 3.311443e+00 | 3.585344e+00 | 3.823738e+00 | 2.167213e+00 | 2.674065e+00 | 4.154412e+00 | 4.707625e+00 | 2.788012e+00 | 3.157450e+00 | 2.570072e+00 | 1.616179e+00 | 2.149244e+00 | 2.597095e+00 | 1.802264e+00 | 2.401843e+00 | 3.742010e+00 | 4.005469e+00 | 1.967869e+00 | 3.627690e+00 | 2.424510e+00 | 1.541486e+00 | 7.632148e+00 | 1.919442e+00 | 2.687234e+00 | 1.754267e+00 | 2.870057e+00 | 2.457690e+00 | 4.238903e+00 | 1.732256e+00 | 2.851409e+00 | 2.534558e+00 | 2.825744e+00 |
# Summary statistics for insomnia_item_level_data
insomnia_item_level_data.describe(include='all')
| Unnamed: 0 | Pittsburgh Sleep Quality Index (PSQI) | Pittsburgh Sleep Quality Index (PSQI).1 | Pittsburgh Sleep Quality Index (PSQI).2 | Pittsburgh Sleep Quality Index (PSQI).3 | Pittsburgh Sleep Quality Index (PSQI).4 | Pittsburgh Sleep Quality Index (PSQI).5 | Pittsburgh Sleep Quality Index (PSQI).6 | Pittsburgh Sleep Quality Index (PSQI).7 | Pittsburgh Sleep Quality Index (PSQI).8 | Pittsburgh Sleep Quality Index (PSQI).9 | Pittsburgh Sleep Quality Index (PSQI).10 | Pittsburgh Sleep Quality Index (PSQI).11 | Pittsburgh Sleep Quality Index (PSQI).12 | Pittsburgh Sleep Quality Index (PSQI).13 | Pittsburgh Sleep Quality Index (PSQI).14 | Pittsburgh Sleep Quality Index (PSQI).15 | Pittsburgh Sleep Quality Index (PSQI).16 | Pittsburgh Sleep Quality Index (PSQI).17 | Pittsburgh Sleep Quality Index (PSQI).18 | Pittsburgh Sleep Quality Index (PSQI).19 | Pittsburgh Sleep Quality Index (PSQI).20 | Insomnia Severity Index (ISI) | Insomnia Severity Index (ISI).1 | Insomnia Severity Index (ISI).2 | Insomnia Severity Index (ISI).3 | Insomnia Severity Index (ISI).4 | Insomnia Severity Index (ISI).5 | Insomnia Severity Index (ISI).6 | Adverse Childhood Experiences (ACE) | Adverse Childhood Experiences (ACE).1 | Adverse Childhood Experiences (ACE).2 | Adverse Childhood Experiences (ACE).3 | Adverse Childhood Experiences (ACE).4 | Adverse Childhood Experiences (ACE).5 | Adverse Childhood Experiences (ACE).6 | Adverse Childhood Experiences (ACE).7 | Adverse Childhood Experiences (ACE).8 | Adverse Childhood Experiences (ACE).9 | Beck Depression Inventory (BDI) | Beck Depression Inventory (BDI).1 | Beck Depression Inventory (BDI).2 | Beck Depression Inventory (BDI).3 | Beck Depression Inventory (BDI).4 | Beck Depression Inventory (BDI).5 | Beck Depression Inventory (BDI).6 | Beck Depression Inventory (BDI).7 | Beck Depression Inventory (BDI).8 | Beck Depression Inventory (BDI).9 | Beck Depression Inventory (BDI).10 | Beck Depression Inventory (BDI).11 | Beck Depression Inventory (BDI).12 | Beck Depression Inventory (BDI).13 | Beck Depression Inventory (BDI).14 | Beck Depression Inventory (BDI).15 | Beck Depression Inventory (BDI).16 | Beck Depression Inventory (BDI).17 | Beck Depression Inventory (BDI).18 | Beck Depression Inventory (BDI).19 | Beck Depression Inventory (BDI).20 | Adolescent Stress Questionnaire (ASQ) | Adolescent Stress Questionnaire (ASQ).1 | Adolescent Stress Questionnaire (ASQ).2 | Adolescent Stress Questionnaire (ASQ).3 | Adolescent Stress Questionnaire (ASQ).4 | Adolescent Stress Questionnaire (ASQ).5 | Adolescent Stress Questionnaire (ASQ).6 | Adolescent Stress Questionnaire (ASQ).7 | Adolescent Stress Questionnaire (ASQ).8 | Adolescent Stress Questionnaire (ASQ).9 | Adolescent Stress Questionnaire (ASQ).10 | Adolescent Stress Questionnaire (ASQ).11 | Adolescent Stress Questionnaire (ASQ).12 | Adolescent Stress Questionnaire (ASQ).13 | Adolescent Stress Questionnaire (ASQ).14 | Adolescent Stress Questionnaire (ASQ).15 | Adolescent Stress Questionnaire (ASQ).16 | Adolescent Stress Questionnaire (ASQ).17 | Adolescent Stress Questionnaire (ASQ).18 | Adolescent Stress Questionnaire (ASQ).19 | Adolescent Stress Questionnaire (ASQ).20 | Adolescent Stress Questionnaire (ASQ).21 | Adolescent Stress Questionnaire (ASQ).22 | Adolescent Stress Questionnaire (ASQ).23 | Adolescent Stress Questionnaire (ASQ).24 | Adolescent Stress Questionnaire (ASQ).25 | Adolescent Stress Questionnaire (ASQ).26 | Adolescent Stress Questionnaire (ASQ).27 | Adolescent Stress Questionnaire (ASQ).28 | Adolescent Stress Questionnaire (ASQ).29 | Adolescent Stress Questionnaire (ASQ).30 | Adolescent Stress Questionnaire (ASQ).31 | Adolescent Stress Questionnaire (ASQ).32 | Adolescent Stress Questionnaire (ASQ).33 | Adolescent Stress Questionnaire (ASQ).34 | Adolescent Stress Questionnaire (ASQ).35 | Adolescent Stress Questionnaire (ASQ).36 | Adolescent Stress Questionnaire (ASQ).37 | Adolescent Stress Questionnaire (ASQ).38 | Adolescent Stress Questionnaire (ASQ).39 | Adolescent Stress Questionnaire (ASQ).40 | Adolescent Stress Questionnaire (ASQ).41 | Adolescent Stress Questionnaire (ASQ).42 | Adolescent Stress Questionnaire (ASQ).43 | Adolescent Stress Questionnaire (ASQ).44 | Adolescent Stress Questionnaire (ASQ).45 | Adolescent Stress Questionnaire (ASQ).46 | Adolescent Stress Questionnaire (ASQ).47 | Adolescent Stress Questionnaire (ASQ).48 | Adolescent Stress Questionnaire (ASQ).49 | Adolescent Stress Questionnaire (ASQ).50 | Adolescent Stress Questionnaire (ASQ).51 | Adolescent Stress Questionnaire (ASQ).52 | Adolescent Stress Questionnaire (ASQ).53 | Adolescent Stress Questionnaire (ASQ).54 | Adolescent Stress Questionnaire (ASQ).55 | Adolescent Stress Questionnaire (ASQ).56 | Adolescent Stress Questionnaire (ASQ).57 | Cleveland Adolescent Sleepiness Questionnaire (CASQ) | Cleveland Adolescent Sleepiness Questionnaire (CASQ).1 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).2 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).3 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).4 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).5 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).6 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).7 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).8 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).9 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).10 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).11 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).12 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).13 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).14 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).15 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).16 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).17 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).18 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).19 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).20 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).21 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).22 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).23 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).24 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).25 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).26 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).27 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).28 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).29 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).30 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).31 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).32 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).33 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).34 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).35 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).36 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).37 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).38 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).39 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).40 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).41 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).42 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).43 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).44 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).45 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).46 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).47 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).48 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).49 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).50 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).51 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).52 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).53 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).54 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).55 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).56 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).57 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).58 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).59 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).60 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).61 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).62 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).63 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).64 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).65 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).66 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).67 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).68 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).69 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).70 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).71 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).72 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).73 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).74 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).75 | Difficulties in Emotion Regulation Scale (DERS) | Difficulties in Emotion Regulation Scale (DERS).1 | Difficulties in Emotion Regulation Scale (DERS).2 | Difficulties in Emotion Regulation Scale (DERS).3 | Difficulties in Emotion Regulation Scale (DERS).4 | Difficulties in Emotion Regulation Scale (DERS).5 | Difficulties in Emotion Regulation Scale (DERS).6 | Difficulties in Emotion Regulation Scale (DERS).7 | Difficulties in Emotion Regulation Scale (DERS).8 | Difficulties in Emotion Regulation Scale (DERS).9 | Difficulties in Emotion Regulation Scale (DERS).10 | Difficulties in Emotion Regulation Scale (DERS).11 | Difficulties in Emotion Regulation Scale (DERS).12 | Difficulties in Emotion Regulation Scale (DERS).13 | Difficulties in Emotion Regulation Scale (DERS).14 | Difficulties in Emotion Regulation Scale (DERS).15 | Difficulties in Emotion Regulation Scale (DERS).16 | Difficulties in Emotion Regulation Scale (DERS).17 | Difficulties in Emotion Regulation Scale (DERS).18 | Difficulties in Emotion Regulation Scale (DERS).19 | Difficulties in Emotion Regulation Scale (DERS).20 | Difficulties in Emotion Regulation Scale (DERS).21 | Difficulties in Emotion Regulation Scale (DERS).22 | Difficulties in Emotion Regulation Scale (DERS).23 | Difficulties in Emotion Regulation Scale (DERS).24 | Difficulties in Emotion Regulation Scale (DERS).25 | Difficulties in Emotion Regulation Scale (DERS).26 | Difficulties in Emotion Regulation Scale (DERS).27 | Difficulties in Emotion Regulation Scale (DERS).28 | Difficulties in Emotion Regulation Scale (DERS).29 | Difficulties in Emotion Regulation Scale (DERS).30 | Difficulties in Emotion Regulation Scale (DERS).31 | Difficulties in Emotion Regulation Scale (DERS).32 | Difficulties in Emotion Regulation Scale (DERS).33 | Difficulties in Emotion Regulation Scale (DERS).34 | Difficulties in Emotion Regulation Scale (DERS).35 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS) | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).1 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).2 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).3 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).4 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).5 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).6 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).7 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).8 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).9 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).10 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).11 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).12 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).13 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).14 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).15 | The Ford insomnia Response to Stress Test (FIRST) | The Ford insomnia Response to Stress Test (FIRST).1 | The Ford insomnia Response to Stress Test (FIRST).2 | The Ford insomnia Response to Stress Test (FIRST).3 | The Ford insomnia Response to Stress Test (FIRST).4 | The Ford insomnia Response to Stress Test (FIRST).5 | The Ford insomnia Response to Stress Test (FIRST).6 | The Ford insomnia Response to Stress Test (FIRST).7 | The Ford insomnia Response to Stress Test (FIRST).8 | State-Trait Anxiety Inventory (STAI-Y2) | State-Trait Anxiety Inventory (STAI-Y2).1 | State-Trait Anxiety Inventory (STAI-Y2).2 | State-Trait Anxiety Inventory (STAI-Y2).3 | State-Trait Anxiety Inventory (STAI-Y2).4 | State-Trait Anxiety Inventory (STAI-Y2).5 | State-Trait Anxiety Inventory (STAI-Y2).6 | State-Trait Anxiety Inventory (STAI-Y2).7 | State-Trait Anxiety Inventory (STAI-Y2).8 | State-Trait Anxiety Inventory (STAI-Y2).9 | State-Trait Anxiety Inventory (STAI-Y2).10 | State-Trait Anxiety Inventory (STAI-Y2).11 | State-Trait Anxiety Inventory (STAI-Y2).12 | State-Trait Anxiety Inventory (STAI-Y2).13 | State-Trait Anxiety Inventory (STAI-Y2).14 | State-Trait Anxiety Inventory (STAI-Y2).15 | State-Trait Anxiety Inventory (STAI-Y2).16 | State-Trait Anxiety Inventory (STAI-Y2).17 | State-Trait Anxiety Inventory (STAI-Y2).18 | State-Trait Anxiety Inventory (STAI-Y2).19 | NEO Five-Factory Inventory (NEO-FFI) | NEO Five-Factory Inventory (NEO-FFI).1 | NEO Five-Factory Inventory (NEO-FFI).2 | NEO Five-Factory Inventory (NEO-FFI).3 | NEO Five-Factory Inventory (NEO-FFI).4 | NEO Five-Factory Inventory (NEO-FFI).5 | NEO Five-Factory Inventory (NEO-FFI).6 | NEO Five-Factory Inventory (NEO-FFI).7 | NEO Five-Factory Inventory (NEO-FFI).8 | NEO Five-Factory Inventory (NEO-FFI).9 | NEO Five-Factory Inventory (NEO-FFI).10 | NEO Five-Factory Inventory (NEO-FFI).11 | NEO Five-Factory Inventory (NEO-FFI).12 | NEO Five-Factory Inventory (NEO-FFI).13 | NEO Five-Factory Inventory (NEO-FFI).14 | NEO Five-Factory Inventory (NEO-FFI).15 | NEO Five-Factory Inventory (NEO-FFI).16 | NEO Five-Factory Inventory (NEO-FFI).17 | NEO Five-Factory Inventory (NEO-FFI).18 | NEO Five-Factory Inventory (NEO-FFI).19 | NEO Five-Factory Inventory (NEO-FFI).20 | NEO Five-Factory Inventory (NEO-FFI).21 | NEO Five-Factory Inventory (NEO-FFI).22 | NEO Five-Factory Inventory (NEO-FFI).23 | NEO Five-Factory Inventory (NEO-FFI).24 | NEO Five-Factory Inventory (NEO-FFI).25 | NEO Five-Factory Inventory (NEO-FFI).26 | NEO Five-Factory Inventory (NEO-FFI).27 | NEO Five-Factory Inventory (NEO-FFI).28 | NEO Five-Factory Inventory (NEO-FFI).29 | NEO Five-Factory Inventory (NEO-FFI).30 | NEO Five-Factory Inventory (NEO-FFI).31 | NEO Five-Factory Inventory (NEO-FFI).32 | NEO Five-Factory Inventory (NEO-FFI).33 | NEO Five-Factory Inventory (NEO-FFI).34 | NEO Five-Factory Inventory (NEO-FFI).35 | NEO Five-Factory Inventory (NEO-FFI).36 | NEO Five-Factory Inventory (NEO-FFI).37 | NEO Five-Factory Inventory (NEO-FFI).38 | NEO Five-Factory Inventory (NEO-FFI).39 | NEO Five-Factory Inventory (NEO-FFI).40 | NEO Five-Factory Inventory (NEO-FFI).41 | NEO Five-Factory Inventory (NEO-FFI).42 | NEO Five-Factory Inventory (NEO-FFI).43 | NEO Five-Factory Inventory (NEO-FFI).44 | NEO Five-Factory Inventory (NEO-FFI).45 | NEO Five-Factory Inventory (NEO-FFI).46 | NEO Five-Factory Inventory (NEO-FFI).47 | NEO Five-Factory Inventory (NEO-FFI).48 | NEO Five-Factory Inventory (NEO-FFI).49 | NEO Five-Factory Inventory (NEO-FFI).50 | NEO Five-Factory Inventory (NEO-FFI).51 | NEO Five-Factory Inventory (NEO-FFI).52 | NEO Five-Factory Inventory (NEO-FFI).53 | NEO Five-Factory Inventory (NEO-FFI).54 | NEO Five-Factory Inventory (NEO-FFI).55 | NEO Five-Factory Inventory (NEO-FFI).56 | NEO Five-Factory Inventory (NEO-FFI).57 | NEO Five-Factory Inventory (NEO-FFI).58 | NEO Five-Factory Inventory (NEO-FFI).59 | Morningness-Eveningness Questionnaire Revised (MEQ-R) | Morningness-Eveningness Questionnaire Revised (MEQ-R).1 | Morningness-Eveningness Questionnaire Revised (MEQ-R).2 | Morningness-Eveningness Questionnaire Revised (MEQ-R).3 | Morningness-Eveningness Questionnaire Revised (MEQ-R).4 | Morningness-Eveningness Questionnaire Revised (MEQ-R).5 | Morningness-Eveningness Questionnaire Revised (MEQ-R).6 | Morningness-Eveningness Questionnaire Revised (MEQ-R).7 | Morningness-Eveningness Questionnaire Revised (MEQ-R).8 | Morningness-Eveningness Questionnaire Revised (MEQ-R).9 | Morningness-Eveningness Questionnaire Revised (MEQ-R).10 | Morningness-Eveningness Questionnaire Revised (MEQ-R).11 | Morningness-Eveningness Questionnaire Revised (MEQ-R).12 | Morningness-Eveningness Questionnaire Revised (MEQ-R).13 | Morningness-Eveningness Questionnaire Revised (MEQ-R).14 | Morningness-Eveningness Questionnaire Revised (MEQ-R).15 | Morningness-Eveningness Questionnaire Revised (MEQ-R).16 | Morningness-Eveningness Questionnaire Revised (MEQ-R).17 | Morningness-Eveningness Questionnaire Revised (MEQ-R).18 | Perceived Stress Reactivity Scale (PSRS) | Perceived Stress Reactivity Scale (PSRS).1 | Perceived Stress Reactivity Scale (PSRS).2 | Perceived Stress Reactivity Scale (PSRS).3 | Perceived Stress Reactivity Scale (PSRS).4 | Perceived Stress Reactivity Scale (PSRS).5 | Perceived Stress Reactivity Scale (PSRS).6 | Perceived Stress Reactivity Scale (PSRS).7 | Perceived Stress Reactivity Scale (PSRS).8 | Perceived Stress Reactivity Scale (PSRS).9 | Perceived Stress Reactivity Scale (PSRS).10 | Perceived Stress Reactivity Scale (PSRS).11 | Perceived Stress Reactivity Scale (PSRS).12 | Perceived Stress Reactivity Scale (PSRS).13 | Perceived Stress Reactivity Scale (PSRS).14 | Perceived Stress Reactivity Scale (PSRS).15 | Perceived Stress Reactivity Scale (PSRS).16 | Perceived Stress Reactivity Scale (PSRS).17 | Perceived Stress Reactivity Scale (PSRS).18 | Perceived Stress Reactivity Scale (PSRS).19 | Perceived Stress Reactivity Scale (PSRS).20 | Perceived Stress Reactivity Scale (PSRS).21 | Perceived Stress Reactivity Scale (PSRS).22 | Perceived Stress Scale (PSS) | Perceived Stress Scale (PSS).1 | Perceived Stress Scale (PSS).2 | Perceived Stress Scale (PSS).3 | Perceived Stress Scale (PSS).4 | Perceived Stress Scale (PSS).5 | Perceived Stress Scale (PSS).6 | Perceived Stress Scale (PSS).7 | Perceived Stress Scale (PSS).8 | Perceived Stress Scale (PSS).9 | Adolescent Sleep Hygiene Scale (ASHS) | Adolescent Sleep Hygiene Scale (ASHS).1 | Adolescent Sleep Hygiene Scale (ASHS).2 | Adolescent Sleep Hygiene Scale (ASHS).3 | Adolescent Sleep Hygiene Scale (ASHS).4 | Adolescent Sleep Hygiene Scale (ASHS).5 | Adolescent Sleep Hygiene Scale (ASHS).6 | Adolescent Sleep Hygiene Scale (ASHS).7 | Adolescent Sleep Hygiene Scale (ASHS).8 | Adolescent Sleep Hygiene Scale (ASHS).9 | Adolescent Sleep Hygiene Scale (ASHS).10 | Adolescent Sleep Hygiene Scale (ASHS).11 | Adolescent Sleep Hygiene Scale (ASHS).12 | Adolescent Sleep Hygiene Scale (ASHS).13 | Adolescent Sleep Hygiene Scale (ASHS).14 | Adolescent Sleep Hygiene Scale (ASHS).15 | Adolescent Sleep Hygiene Scale (ASHS).16 | Adolescent Sleep Hygiene Scale (ASHS).17 | Adolescent Sleep Hygiene Scale (ASHS).18 | Adolescent Sleep Hygiene Scale (ASHS).19 | Adolescent Sleep Hygiene Scale (ASHS).20 | Adolescent Sleep Hygiene Scale (ASHS).21 | Adolescent Sleep Hygiene Scale (ASHS).22 | Adolescent Sleep Hygiene Scale (ASHS).23 | Adolescent Sleep Hygiene Scale (ASHS).24 | Adolescent Sleep Hygiene Scale (ASHS).25 | Adolescent Sleep Hygiene Scale (ASHS).26 | Adolescent Sleep Hygiene Scale (ASHS).27 | Pubertal Development Scale (PDS) | Pubertal Development Scale (PDS).1 | Pubertal Development Scale (PDS).2 | Pubertal Development Scale (PDS).3 | Pubertal Development Scale (PDS).4 | Pubertal Development Scale (PDS).5 | Pubertal Development Scale (PDS).6 | Pubertal Development Scale (PDS).7 | Pubertal Development Scale (PDS).8 | Pubertal Development Scale (PDS).9 | Pubertal Development Scale (PDS).10 | Thought Control Questionnaire Insomnia - Revised (TCQI-R) | Thought Control Questionnaire Insomnia - Revised (TCQI-R).1 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).2 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).3 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).4 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).5 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).6 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).7 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).8 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).9 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).10 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).11 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).12 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).13 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).14 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).15 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).16 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).17 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).18 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).19 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).20 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).21 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).22 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).23 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).24 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).25 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).26 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).27 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).28 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).29 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).30 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).31 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).32 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).33 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).34 | Race, Ethnicity & Sex | Race, Ethnicity & Sex.1 | Race, Ethnicity & Sex.2 | Race, Ethnicity & Sex.3 | Race, Ethnicity & Sex.4 | Race, Ethnicity & Sex.5 | Race, Ethnicity & Sex.6 | Race, Ethnicity & Sex.7 | Race, Ethnicity & Sex.8 | Race, Ethnicity & Sex.9 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 96 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 2 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 96 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 61 | 61 | 61 | 61 | 61 | 60 | 38 | 38 | 38 | 38 | 38 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 97 |
| unique | 96 | 13 | 18 | 15 | 14 | 16 | 6 | 6 | 6 | 6 | 5 | 5 | 6 | 5 | 6 | 4 | 2 | 6 | 6 | 6 | 6 | 5 | 6 | 6 | 7 | 7 | 7 | 6 | 7 | 4 | 4 | 3 | 4 | 3 | 4 | 3 | 4 | 4 | 4 | 4 | 4 | 5 | 5 | 4 | 3 | 5 | 5 | 4 | 5 | 4 | 5 | 5 | 5 | 5 | 6 | 5 | 5 | 5 | 5 | 5 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 5 | 7 | 7 | 6 | 6 | 7 | 6 | 6 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 5 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 5 | 7 | 7 | 5 | 7 | 5 | 6 | 6 | 5 | 7 | 5 | 7 | 5 | 7 | 7 | 5 | 7 | 7 | 7 | 5 | 7 | 7 | 7 | 7 | 6 | 7 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 5 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 4 | 5 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 5 | 6 | 6 | 6 | 6 | 4 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 5 | 6 | 6 | 6 | 7 | 7 | 6 | 6 | 6 | 7 | 7 | 7 | 6 | 7 | 7 | 6 | 7 | 7 | 6 | 6 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 6 | 7 | 6 | 7 | 6 | 7 | 7 | 7 | 7 | 48 | 56 | 41 | 47 | 60 | 44 | 56 | 53 | 55 | 58 | 55 | 53 | 48 | 40 | 35 | 43 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 5 | 6 | 6 | 4 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 5 | 6 | 5 | 6 | 6 | 6 | 7 | 7 | 7 | 6 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 6 | 6 | 6 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 6 | 6 | 6 | 7 | 7 | 6 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 5 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 7 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 7 | 6 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 8 | 7 | 6 | 8 | 8 | 8 | 8 | 8 | 7 | 7 | 5 | 8 | 7 | 7 | 7 | 8 | 8 | 4 | 5 | 8 | 8 | 6 | 8 | 8 | 8 | 7 | 4 | 4 | 5 | 5 | 4 | 10 | 6 | 5 | 5 | 5 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 5 | 5 | 6 | 6 | 6 | 6 | 4 | 6 | 4 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 5 | 5 | 6 | 5 | 6 | 6 | 6 | 6 | 6 | 4 | 4 | 4 | 4 | 4 | 3 | 4 | 4 | 3 | 4 |
| top | Record ID | 2300 | 10 | 700 | 0 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Please describe other reasons why you have had... | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 2 | 1 | 2 | 2 | 2 | 1 | 2 | 1 | 1 | 2 | 1 | 2 | 1 | 2 | 1 | 1 | 2 | 3 | 1 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 1 | 1 | 3 | 1 | 2 | 3 | 1 | 1 | 2 | 3 | 3 | 1 | 1 | 1 | 4 | 3 | 2 | 3 | 3 | 1 | 1 | 2 | 1 | 2 | 2 | 1 | 2 | 3 | 2 | 1 | 2 | 1 | 3 | 2 | 2 | 2 | 2 | 1 | 3 | 1 | 1 | 2 | 2 | 3 | 1 | 2 | 2 | 2 | 1 | 2 | 1 | 3 | 3 | 1 | 2 | 2 | 2 | 3 | 3 | 1 | 2 | 1 | 2 | 2 | 1 | 4 | 1 | 2 | 2 | 2 | 1 | 2 | 4 | 1 | 2 | 1 | 1 | 1 | 2 | 2 | 2 | 1 | 2 | 2 | 1 | 1 | 2 | 1 | 1 | 1 | 2 | 2 | 1 | 2 | 1 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 4 | 2 | 2 | 100 | 100 | 0 | 0 | 100 | 0 | 0 | 0 | 0 | 0 | 27 | 100 | 50 | 0 | 0 | 0 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 1 | 2 | 1 | 1 | 1 | 1 | 3 | 3 | 1 | 4 | 3 | 1 | 4 | 1 | 3 | 3 | 1 | 3 | 3 | 3 | 3 | 1 | 4 | 4 | 3 | 3 | 1 | 3 | 3 | 3 | 3 | 1 | 3 | 3 | 3 | 1 | 3 | 1 | 1 | 3 | 3 | 1 | 3 | 4 | 3 | 3 | 1 | 3 | 3 | 1 | 3 | 1 | 3 | 3 | 4 | 3 | 1 | 4 | 3 | 3 | 3 | 1 | 3 | 3 | 3 | 3 | 3 | 3 | 1 | 3 | 2 | 2 | 2 | 2 | 3 | 3 | 4 | 2 | 1 | 3 | 3 | 2 | 3 | 3 | 2 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 6 | 6 | 6 | 6 | 6 | 4 | 3 | 4 | 4 | 3 | 6 | 5 | 5 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 1 | 4 | 6 | 3 | 4 | 1 | 6 | 4 | 4 | 4 | 4 | 1 | 13 | 4 | 3 | 3 | 3 | 3 | 2 | 2 | 2 | 2 | 1 | 2 | 2 | 1 | 1 | 2 | 1 | 1 | 1 | 2 | 2 | 2 | 1 | 2 | 1 | 2 | 2 | 2 | 2 | 2 | 1 | 2 | 1 | 1 | 2 | 1 | 2 | 2 | 2 | 2 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 |
| freq | 1 | 18 | 15 | 21 | 52 | 18 | 32 | 45 | 64 | 88 | 90 | 70 | 47 | 69 | 79 | 76 | 1 | 76 | 74 | 52 | 39 | 65 | 35 | 61 | 57 | 36 | 44 | 42 | 33 | 89 | 94 | 95 | 91 | 95 | 74 | 95 | 90 | 88 | 91 | 84 | 65 | 77 | 74 | 81 | 95 | 83 | 64 | 90 | 80 | 74 | 75 | 82 | 91 | 60 | 45 | 74 | 68 | 66 | 56 | 93 | 39 | 43 | 41 | 42 | 35 | 33 | 31 | 67 | 30 | 67 | 47 | 40 | 63 | 38 | 73 | 46 | 55 | 62 | 48 | 30 | 57 | 46 | 43 | 28 | 50 | 34 | 62 | 54 | 32 | 47 | 40 | 54 | 76 | 35 | 72 | 40 | 35 | 49 | 38 | 75 | 90 | 71 | 33 | 54 | 66 | 41 | 38 | 42 | 81 | 67 | 69 | 77 | 44 | 80 | 71 | 54 | 76 | 62 | 71 | 27 | 72 | 46 | 28 | 69 | 32 | 30 | 45 | 74 | 33 | 32 | 26 | 38 | 70 | 46 | 40 | 31 | 42 | 33 | 35 | 85 | 58 | 34 | 68 | 49 | 28 | 91 | 38 | 33 | 51 | 35 | 39 | 70 | 35 | 38 | 37 | 48 | 30 | 76 | 39 | 91 | 81 | 36 | 31 | 33 | 59 | 35 | 42 | 32 | 90 | 34 | 63 | 36 | 46 | 86 | 39 | 38 | 30 | 40 | 29 | 48 | 46 | 70 | 38 | 34 | 57 | 29 | 88 | 38 | 45 | 28 | 76 | 40 | 45 | 73 | 38 | 25 | 54 | 50 | 49 | 29 | 41 | 26 | 48 | 29 | 46 | 48 | 35 | 80 | 67 | 75 | 29 | 35 | 74 | 31 | 54 | 28 | 44 | 26 | 51 | 46 | 62 | 54 | 48 | 50 | 58 | 75 | 42 | 25 | 50 | 38 | 15 | 9 | 37 | 33 | 7 | 30 | 8 | 18 | 11 | 8 | 5 | 7 | 18 | 39 | 42 | 39 | 44 | 36 | 42 | 34 | 36 | 40 | 37 | 40 | 42 | 46 | 52 | 45 | 46 | 67 | 42 | 38 | 47 | 36 | 33 | 71 | 50 | 37 | 38 | 52 | 37 | 42 | 47 | 31 | 47 | 31 | 41 | 35 | 58 | 35 | 37 | 45 | 42 | 31 | 37 | 28 | 30 | 34 | 30 | 32 | 32 | 42 | 27 | 41 | 58 | 45 | 46 | 30 | 30 | 41 | 35 | 33 | 45 | 34 | 33 | 31 | 37 | 38 | 61 | 48 | 55 | 38 | 25 | 38 | 48 | 41 | 29 | 36 | 32 | 31 | 30 | 38 | 32 | 50 | 52 | 42 | 32 | 49 | 32 | 36 | 39 | 34 | 41 | 28 | 38 | 40 | 54 | 64 | 39 | 40 | 41 | 40 | 46 | 41 | 54 | 54 | 43 | 37 | 43 | 35 | 40 | 57 | 51 | 36 | 62 | 48 | 49 | 54 | 64 | 53 | 54 | 39 | 46 | 40 | 42 | 49 | 82 | 55 | 75 | 53 | 60 | 71 | 62 | 52 | 52 | 49 | 44 | 39 | 42 | 40 | 34 | 36 | 47 | 38 | 32 | 43 | 52 | 42 | 56 | 41 | 54 | 41 | 21 | 25 | 28 | 30 | 21 | 33 | 36 | 53 | 27 | 74 | 60 | 68 | 35 | 40 | 93 | 81 | 35 | 34 | 53 | 26 | 24 | 72 | 75 | 56 | 52 | 31 | 43 | 58 | 17 | 18 | 28 | 25 | 19 | 23 | 43 | 49 | 41 | 43 | 34 | 49 | 48 | 43 | 60 | 53 | 70 | 88 | 41 | 31 | 53 | 43 | 74 | 44 | 92 | 46 | 42 | 43 | 41 | 49 | 43 | 46 | 50 | 58 | 45 | 77 | 40 | 47 | 33 | 48 | 40 | 93 | 60 | 94 | 94 | 60 | 95 | 77 | 76 | 95 | 59 |
import matplotlib.pyplot as plt
# Histogram for 'Age'
plt.figure(figsize=(10, 6))
plt.hist(insomnia_data['Age'].dropna(), bins=20, color='skyblue', edgecolor='black')
plt.title('Distribution of Ages')
plt.xlabel('Age')
plt.ylabel('Frequency')
plt.show()
# Histogram for 'ISI_total'
plt.figure(figsize=(10, 6))
plt.hist(insomnia_data['ISI_total'].dropna(), bins=20, color='skyblue', edgecolor='black')
plt.title('Distribution of Insomnia Severity Index Total Scores')
plt.xlabel('ISI_total')
plt.ylabel('Frequency')
plt.show()
# Histogram for 'PSQI_total'
plt.figure(figsize=(10, 6))
plt.hist(insomnia_data['PSQI_total'].dropna(), bins=20, color='skyblue', edgecolor='black')
plt.title('Distribution of Pittsburgh Sleep Quality Index Total Scores')
plt.xlabel('PSQI_total')
plt.ylabel('Frequency')
plt.show()
# Histogram for 'BDI_total'
plt.figure(figsize=(10, 6))
plt.hist(insomnia_data['BDI_total'].dropna(), bins=20, color='skyblue', edgecolor='black')
plt.title('Distribution of Beck Depression Inventory Total Scores')
plt.xlabel('BDI_total')
plt.ylabel('Frequency')
plt.show()
# Frequency table for 'ISI_1'
#ISI_1_freq = insomnia_item_level_data['ISI_1'].value_counts()
#print('Frequency table for ISI_1:')
#print(ISI_1_freq)
#print('\n')
# Frequency table for 'PSQI_1'
#PSQI_1_freq = insomnia_item_level_data['PSQI_1'].value_counts()
#print('Frequency table for PSQI_1:')
#print(PSQI_1_freq)
#print('\n')
# Frequency table for 'BDI_1'
#BDI_1_freq = insomnia_item_level_data['BDI_1'].value_counts()
#print('Frequency table for BDI_1:')
#print(BDI_1_freq)
# Print the first few rows of insomnia_item_level_data
insomnia_item_level_data.head()
| Unnamed: 0 | Pittsburgh Sleep Quality Index (PSQI) | Pittsburgh Sleep Quality Index (PSQI).1 | Pittsburgh Sleep Quality Index (PSQI).2 | Pittsburgh Sleep Quality Index (PSQI).3 | Pittsburgh Sleep Quality Index (PSQI).4 | Pittsburgh Sleep Quality Index (PSQI).5 | Pittsburgh Sleep Quality Index (PSQI).6 | Pittsburgh Sleep Quality Index (PSQI).7 | Pittsburgh Sleep Quality Index (PSQI).8 | Pittsburgh Sleep Quality Index (PSQI).9 | Pittsburgh Sleep Quality Index (PSQI).10 | Pittsburgh Sleep Quality Index (PSQI).11 | Pittsburgh Sleep Quality Index (PSQI).12 | Pittsburgh Sleep Quality Index (PSQI).13 | Pittsburgh Sleep Quality Index (PSQI).14 | Pittsburgh Sleep Quality Index (PSQI).15 | Pittsburgh Sleep Quality Index (PSQI).16 | Pittsburgh Sleep Quality Index (PSQI).17 | Pittsburgh Sleep Quality Index (PSQI).18 | Pittsburgh Sleep Quality Index (PSQI).19 | Pittsburgh Sleep Quality Index (PSQI).20 | Insomnia Severity Index (ISI) | Insomnia Severity Index (ISI).1 | Insomnia Severity Index (ISI).2 | Insomnia Severity Index (ISI).3 | Insomnia Severity Index (ISI).4 | Insomnia Severity Index (ISI).5 | Insomnia Severity Index (ISI).6 | Adverse Childhood Experiences (ACE) | Adverse Childhood Experiences (ACE).1 | Adverse Childhood Experiences (ACE).2 | Adverse Childhood Experiences (ACE).3 | Adverse Childhood Experiences (ACE).4 | Adverse Childhood Experiences (ACE).5 | Adverse Childhood Experiences (ACE).6 | Adverse Childhood Experiences (ACE).7 | Adverse Childhood Experiences (ACE).8 | Adverse Childhood Experiences (ACE).9 | Beck Depression Inventory (BDI) | Beck Depression Inventory (BDI).1 | Beck Depression Inventory (BDI).2 | Beck Depression Inventory (BDI).3 | Beck Depression Inventory (BDI).4 | Beck Depression Inventory (BDI).5 | Beck Depression Inventory (BDI).6 | Beck Depression Inventory (BDI).7 | Beck Depression Inventory (BDI).8 | Beck Depression Inventory (BDI).9 | Beck Depression Inventory (BDI).10 | Beck Depression Inventory (BDI).11 | Beck Depression Inventory (BDI).12 | Beck Depression Inventory (BDI).13 | Beck Depression Inventory (BDI).14 | Beck Depression Inventory (BDI).15 | Beck Depression Inventory (BDI).16 | Beck Depression Inventory (BDI).17 | Beck Depression Inventory (BDI).18 | Beck Depression Inventory (BDI).19 | Beck Depression Inventory (BDI).20 | Adolescent Stress Questionnaire (ASQ) | Adolescent Stress Questionnaire (ASQ).1 | Adolescent Stress Questionnaire (ASQ).2 | Adolescent Stress Questionnaire (ASQ).3 | Adolescent Stress Questionnaire (ASQ).4 | Adolescent Stress Questionnaire (ASQ).5 | Adolescent Stress Questionnaire (ASQ).6 | Adolescent Stress Questionnaire (ASQ).7 | Adolescent Stress Questionnaire (ASQ).8 | Adolescent Stress Questionnaire (ASQ).9 | Adolescent Stress Questionnaire (ASQ).10 | Adolescent Stress Questionnaire (ASQ).11 | Adolescent Stress Questionnaire (ASQ).12 | Adolescent Stress Questionnaire (ASQ).13 | Adolescent Stress Questionnaire (ASQ).14 | Adolescent Stress Questionnaire (ASQ).15 | Adolescent Stress Questionnaire (ASQ).16 | Adolescent Stress Questionnaire (ASQ).17 | Adolescent Stress Questionnaire (ASQ).18 | Adolescent Stress Questionnaire (ASQ).19 | Adolescent Stress Questionnaire (ASQ).20 | Adolescent Stress Questionnaire (ASQ).21 | Adolescent Stress Questionnaire (ASQ).22 | Adolescent Stress Questionnaire (ASQ).23 | Adolescent Stress Questionnaire (ASQ).24 | Adolescent Stress Questionnaire (ASQ).25 | Adolescent Stress Questionnaire (ASQ).26 | Adolescent Stress Questionnaire (ASQ).27 | Adolescent Stress Questionnaire (ASQ).28 | Adolescent Stress Questionnaire (ASQ).29 | Adolescent Stress Questionnaire (ASQ).30 | Adolescent Stress Questionnaire (ASQ).31 | Adolescent Stress Questionnaire (ASQ).32 | Adolescent Stress Questionnaire (ASQ).33 | Adolescent Stress Questionnaire (ASQ).34 | Adolescent Stress Questionnaire (ASQ).35 | Adolescent Stress Questionnaire (ASQ).36 | Adolescent Stress Questionnaire (ASQ).37 | Adolescent Stress Questionnaire (ASQ).38 | Adolescent Stress Questionnaire (ASQ).39 | Adolescent Stress Questionnaire (ASQ).40 | Adolescent Stress Questionnaire (ASQ).41 | Adolescent Stress Questionnaire (ASQ).42 | Adolescent Stress Questionnaire (ASQ).43 | Adolescent Stress Questionnaire (ASQ).44 | Adolescent Stress Questionnaire (ASQ).45 | Adolescent Stress Questionnaire (ASQ).46 | Adolescent Stress Questionnaire (ASQ).47 | Adolescent Stress Questionnaire (ASQ).48 | Adolescent Stress Questionnaire (ASQ).49 | Adolescent Stress Questionnaire (ASQ).50 | Adolescent Stress Questionnaire (ASQ).51 | Adolescent Stress Questionnaire (ASQ).52 | Adolescent Stress Questionnaire (ASQ).53 | Adolescent Stress Questionnaire (ASQ).54 | Adolescent Stress Questionnaire (ASQ).55 | Adolescent Stress Questionnaire (ASQ).56 | Adolescent Stress Questionnaire (ASQ).57 | Cleveland Adolescent Sleepiness Questionnaire (CASQ) | Cleveland Adolescent Sleepiness Questionnaire (CASQ).1 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).2 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).3 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).4 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).5 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).6 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).7 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).8 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).9 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).10 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).11 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).12 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).13 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).14 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).15 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).16 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).17 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).18 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).19 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).20 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).21 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).22 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).23 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).24 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).25 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).26 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).27 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).28 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).29 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).30 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).31 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).32 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).33 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).34 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).35 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).36 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).37 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).38 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).39 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).40 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).41 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).42 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).43 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).44 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).45 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).46 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).47 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).48 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).49 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).50 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).51 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).52 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).53 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).54 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).55 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).56 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).57 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).58 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).59 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).60 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).61 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).62 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).63 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).64 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).65 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).66 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).67 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).68 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).69 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).70 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).71 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).72 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).73 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).74 | Cleveland Adolescent Sleepiness Questionnaire (CASQ).75 | Difficulties in Emotion Regulation Scale (DERS) | Difficulties in Emotion Regulation Scale (DERS).1 | Difficulties in Emotion Regulation Scale (DERS).2 | Difficulties in Emotion Regulation Scale (DERS).3 | Difficulties in Emotion Regulation Scale (DERS).4 | Difficulties in Emotion Regulation Scale (DERS).5 | Difficulties in Emotion Regulation Scale (DERS).6 | Difficulties in Emotion Regulation Scale (DERS).7 | Difficulties in Emotion Regulation Scale (DERS).8 | Difficulties in Emotion Regulation Scale (DERS).9 | Difficulties in Emotion Regulation Scale (DERS).10 | Difficulties in Emotion Regulation Scale (DERS).11 | Difficulties in Emotion Regulation Scale (DERS).12 | Difficulties in Emotion Regulation Scale (DERS).13 | Difficulties in Emotion Regulation Scale (DERS).14 | Difficulties in Emotion Regulation Scale (DERS).15 | Difficulties in Emotion Regulation Scale (DERS).16 | Difficulties in Emotion Regulation Scale (DERS).17 | Difficulties in Emotion Regulation Scale (DERS).18 | Difficulties in Emotion Regulation Scale (DERS).19 | Difficulties in Emotion Regulation Scale (DERS).20 | Difficulties in Emotion Regulation Scale (DERS).21 | Difficulties in Emotion Regulation Scale (DERS).22 | Difficulties in Emotion Regulation Scale (DERS).23 | Difficulties in Emotion Regulation Scale (DERS).24 | Difficulties in Emotion Regulation Scale (DERS).25 | Difficulties in Emotion Regulation Scale (DERS).26 | Difficulties in Emotion Regulation Scale (DERS).27 | Difficulties in Emotion Regulation Scale (DERS).28 | Difficulties in Emotion Regulation Scale (DERS).29 | Difficulties in Emotion Regulation Scale (DERS).30 | Difficulties in Emotion Regulation Scale (DERS).31 | Difficulties in Emotion Regulation Scale (DERS).32 | Difficulties in Emotion Regulation Scale (DERS).33 | Difficulties in Emotion Regulation Scale (DERS).34 | Difficulties in Emotion Regulation Scale (DERS).35 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS) | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).1 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).2 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).3 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).4 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).5 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).6 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).7 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).8 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).9 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).10 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).11 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).12 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).13 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).14 | Dysfunctional Beliefs and Attitudes about Sleep (DBAS).15 | The Ford insomnia Response to Stress Test (FIRST) | The Ford insomnia Response to Stress Test (FIRST).1 | The Ford insomnia Response to Stress Test (FIRST).2 | The Ford insomnia Response to Stress Test (FIRST).3 | The Ford insomnia Response to Stress Test (FIRST).4 | The Ford insomnia Response to Stress Test (FIRST).5 | The Ford insomnia Response to Stress Test (FIRST).6 | The Ford insomnia Response to Stress Test (FIRST).7 | The Ford insomnia Response to Stress Test (FIRST).8 | State-Trait Anxiety Inventory (STAI-Y2) | State-Trait Anxiety Inventory (STAI-Y2).1 | State-Trait Anxiety Inventory (STAI-Y2).2 | State-Trait Anxiety Inventory (STAI-Y2).3 | State-Trait Anxiety Inventory (STAI-Y2).4 | State-Trait Anxiety Inventory (STAI-Y2).5 | State-Trait Anxiety Inventory (STAI-Y2).6 | State-Trait Anxiety Inventory (STAI-Y2).7 | State-Trait Anxiety Inventory (STAI-Y2).8 | State-Trait Anxiety Inventory (STAI-Y2).9 | State-Trait Anxiety Inventory (STAI-Y2).10 | State-Trait Anxiety Inventory (STAI-Y2).11 | State-Trait Anxiety Inventory (STAI-Y2).12 | State-Trait Anxiety Inventory (STAI-Y2).13 | State-Trait Anxiety Inventory (STAI-Y2).14 | State-Trait Anxiety Inventory (STAI-Y2).15 | State-Trait Anxiety Inventory (STAI-Y2).16 | State-Trait Anxiety Inventory (STAI-Y2).17 | State-Trait Anxiety Inventory (STAI-Y2).18 | State-Trait Anxiety Inventory (STAI-Y2).19 | NEO Five-Factory Inventory (NEO-FFI) | NEO Five-Factory Inventory (NEO-FFI).1 | NEO Five-Factory Inventory (NEO-FFI).2 | NEO Five-Factory Inventory (NEO-FFI).3 | NEO Five-Factory Inventory (NEO-FFI).4 | NEO Five-Factory Inventory (NEO-FFI).5 | NEO Five-Factory Inventory (NEO-FFI).6 | NEO Five-Factory Inventory (NEO-FFI).7 | NEO Five-Factory Inventory (NEO-FFI).8 | NEO Five-Factory Inventory (NEO-FFI).9 | NEO Five-Factory Inventory (NEO-FFI).10 | NEO Five-Factory Inventory (NEO-FFI).11 | NEO Five-Factory Inventory (NEO-FFI).12 | NEO Five-Factory Inventory (NEO-FFI).13 | NEO Five-Factory Inventory (NEO-FFI).14 | NEO Five-Factory Inventory (NEO-FFI).15 | NEO Five-Factory Inventory (NEO-FFI).16 | NEO Five-Factory Inventory (NEO-FFI).17 | NEO Five-Factory Inventory (NEO-FFI).18 | NEO Five-Factory Inventory (NEO-FFI).19 | NEO Five-Factory Inventory (NEO-FFI).20 | NEO Five-Factory Inventory (NEO-FFI).21 | NEO Five-Factory Inventory (NEO-FFI).22 | NEO Five-Factory Inventory (NEO-FFI).23 | NEO Five-Factory Inventory (NEO-FFI).24 | NEO Five-Factory Inventory (NEO-FFI).25 | NEO Five-Factory Inventory (NEO-FFI).26 | NEO Five-Factory Inventory (NEO-FFI).27 | NEO Five-Factory Inventory (NEO-FFI).28 | NEO Five-Factory Inventory (NEO-FFI).29 | NEO Five-Factory Inventory (NEO-FFI).30 | NEO Five-Factory Inventory (NEO-FFI).31 | NEO Five-Factory Inventory (NEO-FFI).32 | NEO Five-Factory Inventory (NEO-FFI).33 | NEO Five-Factory Inventory (NEO-FFI).34 | NEO Five-Factory Inventory (NEO-FFI).35 | NEO Five-Factory Inventory (NEO-FFI).36 | NEO Five-Factory Inventory (NEO-FFI).37 | NEO Five-Factory Inventory (NEO-FFI).38 | NEO Five-Factory Inventory (NEO-FFI).39 | NEO Five-Factory Inventory (NEO-FFI).40 | NEO Five-Factory Inventory (NEO-FFI).41 | NEO Five-Factory Inventory (NEO-FFI).42 | NEO Five-Factory Inventory (NEO-FFI).43 | NEO Five-Factory Inventory (NEO-FFI).44 | NEO Five-Factory Inventory (NEO-FFI).45 | NEO Five-Factory Inventory (NEO-FFI).46 | NEO Five-Factory Inventory (NEO-FFI).47 | NEO Five-Factory Inventory (NEO-FFI).48 | NEO Five-Factory Inventory (NEO-FFI).49 | NEO Five-Factory Inventory (NEO-FFI).50 | NEO Five-Factory Inventory (NEO-FFI).51 | NEO Five-Factory Inventory (NEO-FFI).52 | NEO Five-Factory Inventory (NEO-FFI).53 | NEO Five-Factory Inventory (NEO-FFI).54 | NEO Five-Factory Inventory (NEO-FFI).55 | NEO Five-Factory Inventory (NEO-FFI).56 | NEO Five-Factory Inventory (NEO-FFI).57 | NEO Five-Factory Inventory (NEO-FFI).58 | NEO Five-Factory Inventory (NEO-FFI).59 | Morningness-Eveningness Questionnaire Revised (MEQ-R) | Morningness-Eveningness Questionnaire Revised (MEQ-R).1 | Morningness-Eveningness Questionnaire Revised (MEQ-R).2 | Morningness-Eveningness Questionnaire Revised (MEQ-R).3 | Morningness-Eveningness Questionnaire Revised (MEQ-R).4 | Morningness-Eveningness Questionnaire Revised (MEQ-R).5 | Morningness-Eveningness Questionnaire Revised (MEQ-R).6 | Morningness-Eveningness Questionnaire Revised (MEQ-R).7 | Morningness-Eveningness Questionnaire Revised (MEQ-R).8 | Morningness-Eveningness Questionnaire Revised (MEQ-R).9 | Morningness-Eveningness Questionnaire Revised (MEQ-R).10 | Morningness-Eveningness Questionnaire Revised (MEQ-R).11 | Morningness-Eveningness Questionnaire Revised (MEQ-R).12 | Morningness-Eveningness Questionnaire Revised (MEQ-R).13 | Morningness-Eveningness Questionnaire Revised (MEQ-R).14 | Morningness-Eveningness Questionnaire Revised (MEQ-R).15 | Morningness-Eveningness Questionnaire Revised (MEQ-R).16 | Morningness-Eveningness Questionnaire Revised (MEQ-R).17 | Morningness-Eveningness Questionnaire Revised (MEQ-R).18 | Perceived Stress Reactivity Scale (PSRS) | Perceived Stress Reactivity Scale (PSRS).1 | Perceived Stress Reactivity Scale (PSRS).2 | Perceived Stress Reactivity Scale (PSRS).3 | Perceived Stress Reactivity Scale (PSRS).4 | Perceived Stress Reactivity Scale (PSRS).5 | Perceived Stress Reactivity Scale (PSRS).6 | Perceived Stress Reactivity Scale (PSRS).7 | Perceived Stress Reactivity Scale (PSRS).8 | Perceived Stress Reactivity Scale (PSRS).9 | Perceived Stress Reactivity Scale (PSRS).10 | Perceived Stress Reactivity Scale (PSRS).11 | Perceived Stress Reactivity Scale (PSRS).12 | Perceived Stress Reactivity Scale (PSRS).13 | Perceived Stress Reactivity Scale (PSRS).14 | Perceived Stress Reactivity Scale (PSRS).15 | Perceived Stress Reactivity Scale (PSRS).16 | Perceived Stress Reactivity Scale (PSRS).17 | Perceived Stress Reactivity Scale (PSRS).18 | Perceived Stress Reactivity Scale (PSRS).19 | Perceived Stress Reactivity Scale (PSRS).20 | Perceived Stress Reactivity Scale (PSRS).21 | Perceived Stress Reactivity Scale (PSRS).22 | Perceived Stress Scale (PSS) | Perceived Stress Scale (PSS).1 | Perceived Stress Scale (PSS).2 | Perceived Stress Scale (PSS).3 | Perceived Stress Scale (PSS).4 | Perceived Stress Scale (PSS).5 | Perceived Stress Scale (PSS).6 | Perceived Stress Scale (PSS).7 | Perceived Stress Scale (PSS).8 | Perceived Stress Scale (PSS).9 | Adolescent Sleep Hygiene Scale (ASHS) | Adolescent Sleep Hygiene Scale (ASHS).1 | Adolescent Sleep Hygiene Scale (ASHS).2 | Adolescent Sleep Hygiene Scale (ASHS).3 | Adolescent Sleep Hygiene Scale (ASHS).4 | Adolescent Sleep Hygiene Scale (ASHS).5 | Adolescent Sleep Hygiene Scale (ASHS).6 | Adolescent Sleep Hygiene Scale (ASHS).7 | Adolescent Sleep Hygiene Scale (ASHS).8 | Adolescent Sleep Hygiene Scale (ASHS).9 | Adolescent Sleep Hygiene Scale (ASHS).10 | Adolescent Sleep Hygiene Scale (ASHS).11 | Adolescent Sleep Hygiene Scale (ASHS).12 | Adolescent Sleep Hygiene Scale (ASHS).13 | Adolescent Sleep Hygiene Scale (ASHS).14 | Adolescent Sleep Hygiene Scale (ASHS).15 | Adolescent Sleep Hygiene Scale (ASHS).16 | Adolescent Sleep Hygiene Scale (ASHS).17 | Adolescent Sleep Hygiene Scale (ASHS).18 | Adolescent Sleep Hygiene Scale (ASHS).19 | Adolescent Sleep Hygiene Scale (ASHS).20 | Adolescent Sleep Hygiene Scale (ASHS).21 | Adolescent Sleep Hygiene Scale (ASHS).22 | Adolescent Sleep Hygiene Scale (ASHS).23 | Adolescent Sleep Hygiene Scale (ASHS).24 | Adolescent Sleep Hygiene Scale (ASHS).25 | Adolescent Sleep Hygiene Scale (ASHS).26 | Adolescent Sleep Hygiene Scale (ASHS).27 | Pubertal Development Scale (PDS) | Pubertal Development Scale (PDS).1 | Pubertal Development Scale (PDS).2 | Pubertal Development Scale (PDS).3 | Pubertal Development Scale (PDS).4 | Pubertal Development Scale (PDS).5 | Pubertal Development Scale (PDS).6 | Pubertal Development Scale (PDS).7 | Pubertal Development Scale (PDS).8 | Pubertal Development Scale (PDS).9 | Pubertal Development Scale (PDS).10 | Thought Control Questionnaire Insomnia - Revised (TCQI-R) | Thought Control Questionnaire Insomnia - Revised (TCQI-R).1 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).2 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).3 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).4 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).5 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).6 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).7 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).8 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).9 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).10 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).11 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).12 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).13 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).14 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).15 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).16 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).17 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).18 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).19 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).20 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).21 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).22 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).23 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).24 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).25 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).26 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).27 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).28 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).29 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).30 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).31 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).32 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).33 | Thought Control Questionnaire Insomnia - Revised (TCQI-R).34 | Race, Ethnicity & Sex | Race, Ethnicity & Sex.1 | Race, Ethnicity & Sex.2 | Race, Ethnicity & Sex.3 | Race, Ethnicity & Sex.4 | Race, Ethnicity & Sex.5 | Race, Ethnicity & Sex.6 | Race, Ethnicity & Sex.7 | Race, Ethnicity & Sex.8 | Race, Ethnicity & Sex.9 | |
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| 0 | NaN | During the past month, what time have you usua... | During the past month, how long (in minutes) h... | During the past month, what time have you usua... | How much time (in minutes) do you usually spen... | During the past month, how many hours of actua... | Cannot get to sleep within 30 minutes (0=Not d... | Wake up in the middle of the night or early mo... | Have to get up to use the bathroom (0=Not duri... | Cannot breathe comfortably (0=Not during the p... | Cough or snore loudly (0=Not during the past m... | Feel too cold (0=Not during the past month, 1=... | Feel too hot (0=Not during the past month, 1=L... | Have bad dreams (0=Not during the past month, ... | Have pain (0=Not during the past month, 1=Less... | Are there other reasons you have had trouble s... | Please describe other reasons why you have had... | How often during the past month have you had t... | During the past month, how often have you take... | During the past month, how often have you had ... | During the past month, how much of a problem h... | During the past month, how would you rate your... | Difficulty falling asleep (0=None, 1=Mild, 2=M... | Difficulty staying asleep (0=None, 1=Mild, 2=M... | Problem waking up too early (0=None, 1=Mild, 2... | How SATISFIED / DISSATISFIED are you with your... | How NOTICEABLE to others do you think your sle... | How WORRIED/DISTRESSED are you about your curr... | To what extent do you consider your sleep prob... | Did your parent or other adult in the househol... | Did a parent or other adult in the household o... | Did an adult or person at least 5 years older ... | Did you often feel that no one in your family ... | Did you often feel that you didn't have enough... | Were your parents ever separated or divorced? ... | Was your mother or stepmother: often pushed, g... | Did you live with anyone who was a problem dri... | Was a household member depressed or mentally i... | Did a household member go to prison? (0=no, 1=... | Sadness (0=I do not feel sad, 1=I feel sad muc... | Pessimism (0=I am not discouraged about my fut... | Past Failure (0=I do not feel like a failure, ... | Loss of Pleasure (0=I get as much pleasure as ... | Guilty Feelings (0=I don't feel particularly g... | Punishment Feelings (0=I don't feel I am being... | Self-Dislike (0=I feel the same about myself a... | Self-Criticalness (0=I don't criticize or blam... | Suicidal Thoughts or Wishes (0=I don't have an... | Crying (0=I don't cry any more than I used to,... | Agitation (0=I am no more restless or wound up... | Loss of Interest (0=I have not lost interest i... | Indecisiveness (0=I make decisions about as we... | Worthlessness (0=I do not feel I am worthless,... | Loss of Energy (0=I have as much energy as eve... | Changes in Sleeping Pattern (0=I have not expe... | Irritability (0=I am no more irritable than us... | Changes in Appetite (0=I have not experienced ... | Concentration Difficulty (0=I can concentrate ... | Tiredness or Fatigue (0=I am no more tired or ... | Loss of Interest in Sex (0=I have not noticed ... | Disagreements between you and your father (1=N... | Not being taken seriously by your parents (1=N... | Getting up early in the morning to go to schoo... | Little or no control over your life (1=Not at ... | Having to study things you do not understand (... | Teachers expecting too much from you (1=Not at... | Concern about your future (1=Not at all stress... | Being hassled for not fitting in (1=Not at all... | Keeping up with school work (1=Not at all stre... | Employers expecting too much of you (1=Not at ... | Having to take on new family responsibilities ... | Difficulty of some subjects (1=Not at all stre... | Abiding by petty rules at home (1=Not at all s... | Having to concentrate for too long during scho... | Inadequate school resources (1=Not at all stre... | Having to study things you are not interested ... | Being ignored or rejected by a person you want... | Disagreements between you and your teachers (1... | Not enough time to have fun (1=Not at all stre... | Putting pressure on yourself to meet your futu... | Disagreements with your brothers and sisters (... | Pressure to work to make money (1=Not at all s... | Not enough time for leisure (1=Not at all stre... | Having too much homework (1=Not at all stressf... | Not getting enough timely feedback on schoolwo... | Not enough time for activities outside school ... | Making the relationship work with your boyfrie... | Being judged by your friends (1=Not at all str... | Disagreements between your parents (1=Not at a... | Changes in your physical appearance with growi... | Arguments at home (1=Not at all stressful\n2=A... | Pressure to fit in with peers (1=Not at all st... | Compulsory school attendance (1=Not at all str... | Having to make decisions about future work or ... | Living at home (1=Not at all stressful\n2=A li... | Satisfaction with how you look (1=Not at all s... | Disagreements between you and your mother (1=N... | Not enough money to buy the things you want (1... | Going to school (1=Not at all stressful\n2=A l... | Not having enough time for your boyfriend/girl... | Teachers hassling you about the way you look (... | Abiding by petty rules at school (1=Not at all... | Pressure of study (1=Not at all stressful\n2=A... | Lack of trust from adults (1=Not at all stress... | Not being listened to by teachers (1=Not at al... | Parents expecting too much from you (1=Not at ... | Having to take on new financial responsibiliti... | Lack of understanding by parents (1=Not at all... | Parents hassling you about the way you look (1... | Work interfering with school and social activi... | Not enough money to buy the things you need (1... | Getting along with your boyfriend/girlfriend (... | Lack of freedom (1=Not at all stressful\n2=A l... | Peers hassling you about the way you look (1=N... | Lack of respect from teachers (1=Not at all st... | Disagreements between you and your peers (1=No... | Getting along with your teachers (1=Not at all... | Breaking up with your boyfriend/girlfriend (1=... | I fall asleep during my morning classes (1=Nev... | I go through the whole school day without feel... | I fall asleep during the last class of the day... | I feel drowsy if I ride in a car for longer th... | I feel wide-awake the whole day (1=Never (0 ti... | I fall asleep at school in my afternoon classe... | I feel alert during my classes (1=Never (0 tim... | I feel sleepy in the evening after school (1=N... | I feel sleepy when I ride in a bus to a school... | In the morning when I am in school, I fall asl... | When I am in class, I feel wide-awake (1=Never... | I feel sleepy when I do my homework in the eve... | I feel wide-awake the last class of the day (1... | I fall asleep when I ride in a bus, car, or tr... | During the school day, there are times when I ... | I fall asleep when I do schoolwork at home in ... | I try to grow as a person as a result of the e... | I turn to work or other substitute activities ... | I get upset and let my emotions out. (1=I usua... | I try to get advice from someone about what to... | I concentrate my efforts on doing something ab... | I say to myself 'this isn't real.' (1=I usuall... | I put my trust in God. (1=I usually don't do t... | I laugh about the situation. (1=I usually don'... | I admit to myself that I can't deal with it, a... | I restrain myself from doing anything too quic... | I discuss my feelings with someone. (1=I usual... | I use alcohol or drugs to make myself feel bet... | I get used to the idea that it happened. (1=I ... | I talk to someone to find out more about the s... | I keep myself from getting distracted by other... | I daydream about things other than this. (1=I ... | I get upset, and am really aware of it. (1=I u... | I seek God's help. (1=I usually don't do this ... | I make a plan of action. (1=I usually don't do... | I make jokes about it. (1=I usually don't do t... | I accept that this has happened and that it ca... | I hold off doing anything about it until the s... | I try to get emotional support from friends or... | I just give up trying to reach my goal. (1=I u... | I take additional action to try to get rid of ... | I try to lose myself for a while by drinking a... | I refuse to believe that it has happened. (1=I... | I let my feelings out. (1=I usually don't do t... | I try to see it in a different light, to make ... | I talk to someone who could do something concr... | I sleep more than usual. (1=I usually don't do... | I try to come up with a strategy about what to... | I focus on dealing with this problem, and if n... | I get sympathy and understanding from someone.... | I drink alcohol or take drugs, in order to thi... | I kid around about it. (1=I usually don't do t... | I give up the attempt to get what I want. (1=I... | I look for something good in what is happening... | I think about how I might best handle the prob... | I pretend that it hasn't really happened. (1=I... | I make sure not to make matters worse by actin... | I try hard to prevent other things from interf... | I go to movies or watch TV, to think about it ... | I accept the reality of the fact that it happe... | I ask people who have had similar experiences ... | I feel a lot of emotional distress and I find ... | I take direct action to get around the problem... | I try to find comfort in my religion. (1=I usu... | I force myself to wait for the right time to d... | I make fun of the situation. (1=I usually don'... | I reduce the amount of effort I'm putting into... | I talk to someone about how I feel. (1=I usual... | I use alcohol or drugs to help me get through ... | I learn to live with it. (1=I usually don't do... | I put aside other activities in order to conce... | I think hard about what steps to take. (1=I us... | I act as though it hasn't even happened. (1=I ... | I do what has to be done, one step at a time. ... | I learn something from the experience. (1=I us... | I pray more than usual. (1=I usually don't do ... | I am clear about my feelings. (1=Almost never ... | I pay attention to how I feel. (1=Almost never... | I experience my emotions as overwhelming and o... | I have no idea how I am feeling. (1=Almost nev... | I have difficulty making sense out of my feeli... | I am attentive to my feelings. (1=Almost never... | I know exactly how I am feeling. (1=Almost nev... | I care about what I am feeling. (1=Almost neve... | I am confused about how I feel. (1=Almost neve... | When I'm upset, I acknowledge my emotions. (1=... | When I'm upset, I become angry with myself for... | When I'm upset, I become embarrassed for feeli... | When I'm upset, I have difficulty getting work... | When I'm upset, I become out of control. (1=Al... | When I'm upset, I believe that I will remain t... | When I'm upset, I believe that I will end up f... | When I'm upset, I believe that my feelings are... | When I'm upset, I have difficulty focusing on ... | When I'm upset, I feel out of control. (1=Almo... | When I'm upset, I can still get things done. (... | When I'm upset, I feel ashamed at myself for f... | When I'm upset, I know that I can find a way t... | When I'm upset, I feel like I am weak. (1=Almo... | When I'm upset, I feel like I can remain in co... | When I'm upset, I feel guilty for feeling that... | When I'm upset, I have difficulty concentratin... | When I'm upset, I have difficulty controlling ... | When I'm upset, I believe there is nothing I c... | When I'm upset, I become irritated at myself f... | When I'm upset, I start to feel very bad about... | When I'm upset, I believe that wallowing in it... | When I'm upset, I lose control over my behavio... | When I'm upset, I have difficulty thinking abo... | When I'm upset I take time to figure out what ... | When I'm upset, it takes me a long time to fee... | When I'm upset, my emotions feel overwhelming.... | I need 8 hours of sleep to feel refreshed and ... | When I don't get proper amount of sleep on a g... | I am concerned that chronic insomnia may have ... | I am worried that I may lose control over my a... | After a poor night's sleep, I know that it wil... | In order to be alert and funciton well during ... | When I feel irritable, depressed, or anxious d... | When I sleep poorly on one night, I know it wi... | Without an adequate night's sleep, I can hardl... | I can't ever predict whether I'll have a good ... | I have little ability to manage the negative c... | When I feel tired, have no energy, or just see... | I believe insomnia is essentially the result o... | I feel insomnia is ruining my ability to enjoy... | Medication is probably the only solution to sl... | I avoid or cancel obligations (social, family)... | Before an important meeting the next day (1=No... | After a stressful experience during the day (1... | After a stressful experience in the evening (1... | After getting bad news during the day (1=Not L... | After watching a frightening movie or TV show ... | After having a bad day at work (or at school) ... | After an argument (1=Not Likely\n2=Somewhat Li... | Before having to speak in public (1=Not Likely... | Before going on a vacation the next day (1=Not... | I feel pleseant (1=Almost never\n2=Sometimes\n... | I feel nervous and restless (1=Almost never\n2... | I feel satisfied with myself (1=Almost never\n... | I wish I could be as happy as others seem to b... | I feel like a failure (1=Almost never\n2=Somet... | I feel rested (1=Almost never\n2=Sometimes\n3=... | I am calm, cool, and collected (1=Almost never... | I feel that difficulties are piling up so that... | I worry too much over something that really do... | I am happy (1=Almost never\n2=Sometimes\n3=Oft... | I have disturbing thoughts (1=Almost never\n2=... | I lack self-confidence (1=Almost never\n2=Some... | I feel secure (1=Almost never\n2=Sometimes\n3=... | I make decisions easily (1=Almost never\n2=Som... | I feel inadequate (1=Almost never\n2=Sometimes... | I am content (1=Almost never\n2=Sometimes\n3=O... | Some unimportant thought runs through my mind ... | I take disappointments so keenly that I can't ... | I am a steady person (1=Almost never\n2=Someti... | I get in a state of tension or turmoil as I th... | I am not a worrier (0=Strongly Disagree\n1=Dis... | I like to have a lot of people around me(0=Str... | I don't like to waste my time daydreaming (0=S... | I try to be courteous to everyone I meet (0=St... | I keep my belongings neat and clean (0=Strongl... | I often feel inferior to others (0=Strongly Di... | I laugh easily (0=Strongly Disagree\n1=Disagre... | Once I find the right way to do something, I s... | I often get into arguments with my family and ... | I'm pretty good about pacing myself so as to g... | When Im under a great deal of stress, sometime... | I don't consider myself especially 'light-hear... | I am intrigued by the patterns I find in art a... | Some people think I'm selfish and egotistical ... | I am not a very methodical person (0=Strongly ... | I rarely feel lonely or blue (0=Strongly Disag... | I really enjoy talking to people (0=Strongly ... | I believe letting students hear controversial ... | I would rather cooperate with others than comp... | I try to perform all the tasks assigned to me... | I often feel tense and jittery(0=Strongly Disa... | I like to be where the action is (0=Strongly D... | Poetry has little or no effect on me (0=Strong... | I tend to be cynical and skeptical of others' ... | I have a clear set of goals and work toward th... | Sometimes I feel completely worthless (0=Stron... | I usually prefer to do things alone (0=Strongl... | often try new and foreign foods (0=Strongly Di... | I believe that most people will take advantage... | I waste a lot of time before settling down to ... | I rarely feel fearful or anxious (0=Strongly D... | I often feel as if I'm bursting with energy (0... | I seldom notice the moods or feelings that dif... | Most people I know like me (0=Strongly Disagre... | I work hard to accomplish my goals (0=Strongly... | I often get angry at the way people treat me (... | I am a cheerful, high-spirited person (0=Stron... | I believe we should look to our religious auth... | Some people think of me as cold and calculatin... | When I make a commitment, I can always be coun... | Too often, when things go wrong, I get discour... | I am not a cheerful optimist (0=Strongly Disag... | Sometimes when I am reading poetry or looking ... | I'm hard-headed and tough-minded in my attitud... | Sometimes I'm not as dependable or reliable as... | I am seldom sad or depressed (0=Strongly Disag... | My life is fast-paced (0=Strongly Disagree\n1=... | I have little interest in speculating on the n... | I generally try to be thoughtful and consider... | I am a productive person who always gets the j... | I often feel helpless and want someone else t... | I am a very active person (0=Strongly Disagree... | I have a lot of intellectual curiosity (0=Stro... | If I don't like people, I let them know it (0... | I never seem to be able to get organized (0=St... | At times I have been so ashamed I just wanted ... | I would rather go my own way than be a leader ... | I often enjoy playing with theories or abstrac... | If necessary, I am willing to manipulate peopl... | I strive for excellence in everything I do (0=... | Approximately what time would you get up if yo... | Approximately what time would you go to bed if... | If you usually have to get up at a specific ti... | How easy do you find it to get up in the morni... | How alert do you feel during the first half ho... | How hungry do you feel during the first half h... | During the first half hour after you wake up i... | If you had no commitments (e.g., no school) th... | You have decided to do physical exercise. A fr... | At approximately what time in the evening do y... | You want to be at your peak performance for a ... | If you got into bed at 11 PM (23 h), how tired... | For some reason you have gone to bed several h... | One night you have to remain awake between 4-6... | You have two hours of hard physical work. You ... | You have decided to do physical exercise. A fr... | Suppose you can choose your own work (school) ... | At approximately what time of day do you usual... | One hears about morning types and evening type... | When the tasks and duties build up to the exte... | When I want to relax after a hard day at work ... | When I have conflicts with others that may not... | When I make a mistake (0=In general, I remain ... | When I'm wrongly criticized by others (0=I am ... | When I argue with other people (0= I usually c... | When I have little time for a job to be done (... | When I make a mistake (0=I am normally annoyed... | When I am unsure what to do or say in a social... | When I have spare time after working or studyi... | When I am criticized by others (0= Important a... | When something does not go the way I expected ... | When I do not attain a goal (0=I usually remai... | When others criticize me (0=I generally don't ... | When I fail at something (0=I usually find it ... | When there are too many demands on me at the s... | When others say something incorrect about me (... | When I fail at a task (0= I usually feel very... | When I argue with others (0=I usually get very... | When I am under stress (0=I usually can't enjo... | When tasks and duties accumulate to the extent... | When I have to speak in front of other people ... | When I have many tasks and duties to fulfill (... | In the last month, how often have you been ups... | In the last month, how often have you felt tha... | In the last month, how often have you felt ner... | In the last month, how often have you felt con... | In the last month, how often have you felt tha... | In the last month, how often have you found th... | In the last month, how often have you been abl... | In the last month, how often have you felt tha... | In the last month, how often have you been ang... | In the last month, how often have you felt dif... | After 6:00 pm, I have drinks with caffeine (fo... | During the 1 hour before bedtime, I am very ac... | During the 1 hour before bedtime, I drink >4 g... | I go to bed with a stomachache (1=Always\n2=Fr... | I go to bed feeling hungry. (1=Always\n2=Frequ... | During the 1 hour before bedtime, I do things ... | I go to bed and do things in my bed that keep... | I go to bed and think about things I need to d... | I go to bed and replay the day's events over a... | I use my bed for things other than sleep (for ... | I check my clock several times during the nigh... | During the 1 hour before bedtime, things happe... | I go to bed feeling upset. (1=Always\n2=Freque... | I go to bed and worry about things happening a... | I fall asleep while listening to loud music. (... | I fall asleep while watching television. (1=Al... | I fall asleep in a brightly lit room (for exam... | I fall asleep in a room that feels too hot or ... | During the day I take a nap that lasts >1 hour... | After 6:00 pm, I smoke or chew tobacco. (1=Alw... | After 6:00 pm, I drink beer (or other drinks w... | I use a bedtime routine (for example, bathing,... | During the school week, I stay up >1 hour pas... | During the school week, I 'sleep in' >1 hour p... | On weekends, I stay up >1 hour past my usual b... | On weekends, I 'sleep in' >1 hour past my usua... | I sleep alone. (1=Always\n2=Frequently - if no... | I sleep all or part of the night with someone ... | Would you say that your growth in height: (1=h... | And how about the growth of your body hair? (B... | Have you noticed any skin changes, especially ... | Have you noticed that your breasts have begun ... | Have you begun to menstruate (started to have ... | If yes, how old were you when you started to m... | Would you say that your growth in height: (1=h... | And how about the growth of your body hair? (B... | Have you noticed any skin changes, especially ... | Have you noticed a deepening of your voice? (1... | Have you begun to grow hair on your face? (1=f... | I tell myself not to think about them now (1=A... | I try to push the thoughts out of my head. (1... | I call to mind positive images instead (1=Alm... | If the thoughts relate to a problem I make a d... | I try to block them out by reading a book, wat... | I ruminate about them (1=Almost never\n2=Some... | I decide to put them 'on hold' until the morni... | I let my mind go blank (1=Almost never\n2=Some... | I tell myself not to be so stupid (1=Almost ne... | I focus on the thought (1=Almost never\n2=Som... | I replace the thought with a more trivial bad ... | I punish myself for thinking the thought (1=Al... | I dwell on other worries (1=Almost never\n2=S... | I keep the thought to myself (1=Almost never\n... | I think about something else instead (1=Almost... | I challenge the thoughts validity (1=Almost ne... | I get angry at myself for having the thought (... | I avoid discussing the thought (1=Almost never... | I shout at myself for having the thought (1=Al... | I analyse the thought rationally (1=Almost ne... | I think pleasant thoughts instead (1=Almost ne... | I worry about more minor things instead (1=Al... | I do something that I enjoy (1=Almost never\n... | I try to reinterpret the thought (1=Almost ne... | I occupy myself with work instead (1=Almost ne... | I try a different way of thinking about it (1... | I think about past worries instead (1=Almost ... | I focus on different negative thoughts (1=Alm... | I question the reasons for having the thought ... | I tell myself that something bad will happen i... | I keep myself busy (1=Almost never\n2=Sometim... | I prefer to think things through than distract... | I seek reassurance from others (e.g. my partne... | I say 'stop' to myself (1=Almost never\n2=Som... | I do something physical to block them (e.g. tu... | Race (choice=<strong>American Indian/Alaska Na... | Race (choice=<strong>Asian:</strong> A person ... | Race (choice=<strong>Native Hawaiian or Other ... | Race (choice=<strong>Black or African American... | Race (choice=<strong>White:</strong> A person ... | Race (choice=<strong>Unknown / Not Reported</s... | Ethnicity (choice=<strong>Hispanic or Latino</... | Ethnicity (choice=<strong>NOT Hispanic or Lati... | Ethnicity (choice=<strong>Unknown / Not Report... | Gender (0=Female, 1=Male) |
| 1 | Record ID | psqi1 | psqi2 | psqi3 | psqi_4a | psqi4 | psqi_set1_psqi5a | psqi_set1_psqi5b | psqi_set1_psqi5c | psqi_set1_psqi5d | psqi_set1_psqi5e | psqi_set2_psqi5f | psqi_set2_psqi5g | psqi_set2_psqi5h | psqi_set2_psqi5i | psqi5j | pssqi5jb | psqi5jc | psqi_component6 | psqi_set3_psqi8 | psqi9 | psqi_component1 | isi_1 | isi_2 | isi_3 | isi_4 | isi_5 | isi_6 | isi_7 | ace_1 | ace_2 | ace_3 | ace_4 | ace_5 | ace_6 | ace_7 | ace_8 | ace_9 | ace_10 | bdi_1 | bdi_2 | bdi_3 | bdi_4 | bdi_5 | bdi_6 | bdi_7 | bdi_8 | bdi_9 | bdi_10 | bdi_11 | bdi_12 | bdi_13 | bdi_14 | bdi_15 | bdi_16 | bdi_17 | bdi_18 | bdi_19 | bdi_20 | bdi_21 | asq_1 | asq_2 | asq_3 | asq_4 | asq_5 | asq_6 | asq_7 | asq_8 | asq_9 | asq_10 | asq_11 | asq_12 | asq_13 | asq_14 | asq_15 | asq_16 | asq_17 | asq_18 | asq_19 | asq_20 | asq_21 | asq_22 | asq_23 | asq_24 | asq_25 | asq_26 | asq_27 | asq_28 | asq_29 | asq_30 | asq_31 | asq_32 | asq_33 | asq_34 | asq_35 | asq_36 | asq_37 | asq_38 | asq_39 | asq_40 | asq_41 | asq_42 | asq_43 | asq_44 | asq_45 | asq_46 | asq_47 | asq_48 | asq_49 | asq_50 | asq_51 | asq_52 | asq_53 | asq_54 | asq_55 | asq_56 | asq_57 | asq_58 | casq_1 | casq_2 | casq_3 | casq_4 | casq_5 | casq_6 | casq_7 | casq_8 | casq_9 | casq_10 | casq_11 | casq_12 | casq_13 | casq_14 | casq_15 | casq_16 | cope_1 | cope_2 | cope_3 | cope_4 | cope_5 | cope_6 | cope_7 | cope_8 | cope_9 | cope_10 | cope_11 | cope_12 | cope_13 | cope_14 | cope_15 | cope_16 | cope_17 | cope_18 | cope_19 | cope_20 | cope_21 | cope_22 | cope_23 | cope_24 | cope_25 | cope_26 | cope_27 | cope_28 | cope_29 | cope_30 | cope_31 | cope_32 | cope_33 | cope_34 | cope_35 | cope_36 | cope_37 | cope_38 | cope_39 | cope_40 | cope_41 | cope_42 | cope_43 | cope_44 | cope_45 | cope_46 | cope_47 | cope_48 | cope_49 | cope_50 | cope_51 | cope_52 | cope_53 | cope_54 | cope_55 | cope_56 | cope_57 | cope_58 | cope_59 | cope_60 | ders_1 | ders_2 | ders_3 | ders_4 | ders_5 | ders_6 | ders_7 | ders_8 | ders_9 | ders_10 | ders_11 | ders_12 | ders_13 | ders_14 | ders_15 | ders_16 | ders_17 | ders_18 | ders_19 | ders_20 | ders_21 | ders_22 | ders_23 | ders_24 | ders_25 | ders_26 | ders_27 | ders_28 | ders_29 | ders_30 | ders_31 | ders_32 | ders_33 | ders_34 | ders_35 | ders_36 | dbas_1 | dbas_2 | dbas_3 | dbas_4 | dbas_5 | dbas_6 | dbas_7 | dbas_8 | dbas_9 | dbas_10 | dbas_11 | dbas_12 | dbas_13 | dbas_14 | dbas_15 | dbas_16 | first_1 | first_2 | first_3 | first_4 | first_5 | first_6 | first_7 | first_8 | first_9 | stai_1 | stai_2 | stai_3 | stai_4 | stai_5 | stai_6 | stai_7 | stai_8 | stai_9 | stai_10 | stai_11 | stai_12 | stai_13 | stai_14 | stai_15 | stai_16 | stai_17 | stai_18 | stai_19 | stai_20 | neo_1 | neo_2 | neo_3 | neo_4 | neo_5 | neo_6 | neo_7 | neo_8 | neo_9 | neo_10 | neo_11 | neo_12 | neo_13 | neo_14 | neo_15 | neo_16 | neo_17 | neo_18 | neo_19 | neo_20 | neo_21 | neo_22 | neo_23 | neo_24 | neo_25 | neo_26 | neo_27 | neo_28 | neo_29 | neo_30 | neo_31 | neo_32 | neo_33 | neo_34 | neo_35 | neo_36 | neo_37 | neo_38 | neo_39 | neo_40 | neo_41 | neo_42 | neo_43 | neo_44 | neo_45 | neo_46 | neo_47 | neo_48 | neo_49 | neo_50 | neo_51 | neo_52 | neo_53 | neo_54 | neo_55 | neo_56 | neo_57 | neo_58 | neo_59 | neo_60 | meqr_1 | meqr_2 | meqr_3 | meqr_4 | meqr_5 | meqr_6 | meqr_7 | meqr_8 | meqr_9 | meqr_10 | meqr_11 | meqr_12 | meqr_13 | meqr_14 | meqr_15 | meqr_16 | meqr_17 | meqr_18 | meqr_19 | psrs_1 | psrs_2 | psrs_3 | psrs_4 | psrs_5 | psrs_6 | psrs_7 | psrs_8 | psrs_9 | psrs_10 | psrs_11 | psrs_12 | psrs_13 | psrs_14 | psrs_15 | psrs_16 | psrs_17 | psrs_18 | psrs_19 | psrs_20 | psrs_21 | psrs_22 | psrs_23 | pss_1 | pss_2 | pss_3 | pss_4 | pss_5 | pss_6 | pss_7 | pss_8 | pss_9 | pss_10 | ashs_1 | ashs_2 | ashs_3 | ashs_4 | ashs_5 | ashs_6 | ashs_7 | ashs_8 | ashs_9 | ashs_10 | ashs_11 | ashs_12 | ashs_13 | ashs_14 | ashs_15 | ashs_16 | ashs_17 | ashs_18 | ashs_19 | ashs_20 | ashs_21 | ashs_22 | ashs_23 | ashs_24 | ashs_25 | ashs_26 | ashs_27 | ashs_28 | pdsf_1 | pdsf_2 | pdsf_3 | pdsf_4 | pdsf_5a | pdsf_5b | pdsm_1 | pdsm_2 | pdsm_3 | pdsm_4 | pdsm_5 | tcqi_1 | tcqi_2 | tcqi_3 | tcqi_4 | tcqi_5 | tcqi_6 | tcqi_7 | tcqi_8 | tcqi_9 | tcqi_10 | tcqi_11 | tcqi_12 | tcqi_13 | tcqi_14 | tcqi_15 | tcqi_16 | tcqi_17 | tcqi_18 | tcqi_19 | tcqi_20 | tcqi_21 | tcqi_22 | tcqi_23 | tcqi_24 | tcqi_25 | tcqi_26 | tcqi_27 | tcqi_28 | tcqi_29 | tcqi_30 | tcqi_31 | tcqi_32 | tcqi_33 | tcqi_34 | tcqi_35 | race___0 | race___1 | race___2 | race___3 | race___4 | race___5 | ethnicity___0 | ethnicity___1 | ethnicity___2 | Sex |
| 2 | sub_001 | 2200 | 10 | 700 | 15 | 8.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 1 | 2 | 1 | 2 | 1 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 1 | 2 | 1 | 2 | 1 | 1 | 2 | 1 | 1 | 2 | 3 | 1 | 1 | 1 | 4 | 3 | 1 | 4 | 4 | 1 | 2 | 4 | 1 | 4 | 4 | 1 | 1 | 1 | 4 | 1 | 1 | 1 | 1 | 3 | 2 | 2 | 3 | 1 | 1 | 1 | 1 | 2 | 4 | 3 | 2 | 4 | 1 | 4 | 1 | 1 | 1 | 4 | 4 | 1 | 4 | 4 | 1 | 3 | 4 | 1 | 4 | 2 | 4 | 1 | 1 | 3 | 1 | 3 | 4 | 4 | 1 | 4 | 4 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 5 | 1 | 1 | 1 | 5 | 5 | 1 | 4 | 1 | 1 | 1 | 1 | 1 | 4 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 1 | 1 | 1 | 100 | 0 | 0 | 0 | 70 | 0 | 79 | 87 | 0 | 0 | 25 | 74 | 17 | 4 | 4 | 0 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 4 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 3 | 1 | 4 | 3 | 0 | 2 | 2 | 4 | 4 | 0 | 1 | 2 | 3 | 3 | 4 | 4 | 4 | 1 | 4 | 0 | 3 | 2 | 3 | 4 | 0 | 3 | 4 | 4 | 3 | 0 | 3 | 2 | 4 | 4 | 0 | 3 | 3 | 4 | 3 | 0 | 4 | 3 | 3 | 3 | 0 | 4 | 2 | 4 | 4 | 0 | 4 | 3 | 3 | 4 | 0 | 4 | 1 | 3 | 4 | 3 | 4 | 1 | 3 | 2 | 2 | 2 | 4 | 2 | 4 | 4 | 5 | 1 | 3 | 4 | 4 | 3 | 3 | 4 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 2 | 0 | 3 | 4 | 0 | 0 | 1 | 1 | 6 | 6 | 6 | 6 | 5 | 6 | 6 | 5 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 6 | 5 | 6 | 6 | 6 | 1 | 5 | 6 | 5 | 5 | 1 | 6 | 4 | 4 | 3 | 4 | 1 | 13 | NaN | NaN | NaN | NaN | NaN | 4 | 4 | 4 | 2 | 2 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 1 | 1 | 1 | 1 | 2 | 4 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 2 | 4 | 3 | 4 | 4 | 2 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 |
| 3 | sub_002 | 2200 | 10 | 500 | 10 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | NaN | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 1 | 2 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 3 | 2 | 1 | 1 | 1 | 4 | 4 | 1 | 2 | 3 | 1 | 1 | 1 | 1 | 3 | 2 | 1 | 3 | 3 | 2 | 2 | 1 | 1 | 3 | 2 | 4 | 1 | 2 | 1 | 4 | 1 | 1 | 1 | 3 | 3 | 2 | 4 | 2 | 2 | 1 | 1 | 1 | 4 | 4 | 1 | 2 | 3 | 2 | 4 | 4 | 2 | 1 | 1 | 2 | 1 | 1 | 2 | 1 | 4 | 2 | 3 | 2 | 4 | 4 | 2 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 1 | 2 | 2 | 1 | 2 | 2 | 1 | 1 | 1 | 2 | 2 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 41 | 21 | 6 | 16 | 10 | 4 | 5 | 0 | 7 | 6 | 10 | 54 | 5 | 0 | 0 | 4 | 2 | 1 | 2 | 3 | 2 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 2 | 3 | 4 | 4 | 0 | 3 | 0 | 4 | 4 | 0 | 3 | 3 | 4 | 3 | 1 | 4 | 3 | 3 | 3 | 0 | 2 | 2 | 4 | 3 | 0 | 3 | 2 | 3 | 4 | 1 | 1 | 1 | 3 | 4 | 1 | 3 | 3 | 4 | 4 | 0 | 4 | 2 | 3 | 4 | 4 | 2 | 3 | 3 | 4 | 1 | 3 | 3 | 2 | 4 | 1 | 3 | 3 | 3 | 3 | 3 | 3 | 1 | 4 | 3 | 1 | 2 | 2 | 4 | 3 | 6 | 2 | 3 | 4 | 4 | 1 | 4 | 3 | 4 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 2 | 3 | 1 | 1 | 0 | 0 | 0 | 1 | 5 | 6 | 6 | 5 | 6 | 5 | 4 | 4 | 5 | 4 | 5 | 6 | 6 | 6 | 6 | 6 | 6 | 5 | 6 | 6 | 5 | 2 | 5 | 5 | 4 | 4 | 1 | 6 | 3 | 3 | 3 | 3 | 1 | 13 | NaN | NaN | NaN | NaN | NaN | 1 | 2 | 4 | 3 | 3 | 2 | 2 | 1 | 1 | 2 | 1 | 1 | 1 | 2 | 3 | 3 | 1 | 1 | 1 | 3 | 4 | 1 | 3 | 3 | 1 | 3 | 1 | 1 | 2 | 1 | 2 | 2 | 2 | 2 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 |
| 4 | sub_003 | 2300 | 45 | 730 | 0 | 8 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | NaN | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 2 | 2 | 4 | 4 | 2 | 1 | 3 | 2 | 1 | 2 | 1 | 2 | 1 | 2 | 1 | 1 | 2 | 2 | 1 | 2 | 2 | 4 | 2 | 1 | 2 | 1 | 2 | 2 | 2 | 1 | 1 | 2 | 1 | 1 | 2 | 1 | 3 | 1 | 1 | 1 | 3 | 2 | 2 | 2 | 3 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 3 | 2 | 5 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 2 | 1 | 3 | 1 | 1 | 1 | 2 | 3 | 2 | 3 | 4 | 1 | 1 | 1 | 2 | 1 | 1 | 4 | 1 | 2 | 3 | 3 | 1 | 2 | 1 | 1 | 2 | 3 | 1 | 4 | 1 | 1 | 1 | 1 | 4 | 4 | 4 | 2 | 4 | 4 | 4 | 1 | 2 | 1 | 4 | 3 | 1 | 3 | 3 | 4 | 4 | 3 | 1 | 3 | 1 | 1 | 3 | 3 | 4 | 1 | 1 | 2 | 1 | 1 | 2 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 3 | 2 | 1 | 2 | 4 | 1 | 1 | 1 | 1 | 1 | 5 | 1 | 1 | 3 | 1 | 2 | 1 | 3 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | NaN | 2 | 2 | 1 | 8 | 3 | 3 | 3 | 13 | 79 | 80 | 60 | 0 | 3 | 1 | 1 | 2 | 1 | 1 | 2 | 1 | 3 | 2 | 1 | 1 | 1 | 3 | 1 | 1 | 1 | 2 | 1 | 2 | 2 | 1 | 1 | 1 | 2 | 2 | 3 | 2 | 2 | 1 | 1 | 1 | 0 | 3 | 0 | 4 | 4 | 2 | 3 | 1 | 3 | 3 | 2 | 2 | 3 | 2 | 2 | 0 | 3 | 1 | 3 | 3 | 1 | 2 | 1 | 3 | 2 | 0 | 2 | 3 | 3 | 1 | 1 | 2 | 2 | 2 | 3 | 1 | 3 | 2 | 3 | 3 | 1 | 3 | 1 | 2 | 1 | 4 | 2 | 3 | 3 | 3 | 1 | 2 | 3 | 4 | 2 | 0 | 2 | 1 | 3 | 2 | 2 | 2 | 1 | 2 | 1 | 2 | 2 | 1 | 1 | 3 | 4 | 2 | 2 | 1 | 2 | 2 | 2 | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 2 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 2 | 4 | 6 | 4 | 5 | 6 | 6 | 6 | 5 | 6 | 3 | 6 | 6 | 6 | 4 | 6 | 6 | 6 | 5 | 6 | 6 | 6 | 1 | 4 | 4 | 1 | 5 | 1 | 6 | NaN | NaN | NaN | NaN | NaN | NaN | 4 | 3 | 3 | 3 | 3 | 1 | 1 | 3 | 3 | 3 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 4 | 1 | 4 | 3 | 3 | 2 | 1 | 1 | 1 | 1 | 3 | 4 | 3 | 1 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 |
Exploring the item-level data.¶
#print(insomnia_item_level_data.head(5))
#print(insomnia_item_level_data.columns)
# Import necessary libraries
from sklearn.model_selection import train_test_split
from sklearn.linear_model import LogisticRegression
from sklearn.metrics import accuracy_score, confusion_matrix, classification_report
# Select features and target
features = insomnia_data[['Age', 'ISI_total', 'PSQI_total', 'BDI_total']]
target = insomnia_data['Sex']
# Split the data into training and test sets
X_train, X_test, y_train, y_test = train_test_split(features, target, test_size=0.2, random_state=42)
# Initialize the Logistic Regression model
model = LogisticRegression()
# Fit the model to the training data
model.fit(X_train, y_train)
# Make predictions on the test set
predictions = model.predict(X_test)
# Calculate the accuracy score
accuracy = accuracy_score(y_test, predictions)
# Print the accuracy score
print('Accuracy Score:', accuracy)
# Print the confusion matrix
print('Confusion Matrix:')
print(confusion_matrix(y_test, predictions))
# Print the classification report
print('Classification Report:')
print(classification_report(y_test, predictions))
Accuracy Score: 0.6842105263157895
Confusion Matrix:
[[10 0]
[ 6 3]]
Classification Report:
precision recall f1-score support
0 0.62 1.00 0.77 10
1 1.00 0.33 0.50 9
accuracy 0.68 19
macro avg 0.81 0.67 0.63 19
weighted avg 0.80 0.68 0.64 19
# Import necessary libraries
from sklearn.model_selection import train_test_split
from sklearn.linear_model import LogisticRegression
from sklearn.metrics import accuracy_score, confusion_matrix, classification_report
import seaborn as sns
# Select features and target
features = insomnia_data[['Age', 'ISI_total', 'PSQI_total', 'BDI_total', 'STAI_Y_total', 'NEO_neuroticism']]
target = insomnia_data['Sex']
# Split the data into training and test sets
X_train, X_test, y_train, y_test = train_test_split(features, target, test_size=0.2, random_state=42)
# Initialize the Logistic Regression model
model = LogisticRegression()
# Fit the model to the training data
model.fit(X_train, y_train)
# Make predictions on the test set
predictions = model.predict(X_test)
# Calculate the accuracy score
accuracy = accuracy_score(y_test, predictions)
# Print the accuracy score
print('Accuracy Score:', accuracy)
# Print the confusion matrix
print('Confusion Matrix:')
print(confusion_matrix(y_test, predictions))
# Print the classification report
print('Classification Report:')
print(classification_report(y_test, predictions))
# Plot the confusion matrix
conf_mat = confusion_matrix(y_test, predictions)
sns.heatmap(conf_mat, annot=True, fmt='d', cmap='Blues')
plt.xlabel('Predicted')
plt.ylabel('Actual')
plt.title('Confusion Matrix')
plt.show()
Accuracy Score: 0.631578947368421
Confusion Matrix:
[[9 1]
[6 3]]
Classification Report:
precision recall f1-score support
0 0.60 0.90 0.72 10
1 0.75 0.33 0.46 9
accuracy 0.63 19
macro avg 0.68 0.62 0.59 19
weighted avg 0.67 0.63 0.60 19
Logistic Regression Analysis¶
In this analysis, we used logistic regression to predict the 'Sex' of the individuals based on their 'Age', 'ISI_total', 'PSQI_total', 'BDI_total', 'STAI_Y_total', and 'NEO_neuroticism'. These features were chosen based on their potential relevance to the target variable.
The data was split into a training set (80% of the data) and a test set (20% of the data). The model was trained on the training set and then used to make predictions on the test set.
The accuracy of the model was calculated as the proportion of correct predictions out of all predictions. In this case, the accuracy was approximately 0.63, which means that the model correctly predicted the 'Sex' of the individuals about 63% of the time.
The confusion matrix provides a more detailed view of the model's performance. It shows the number of true positive, true negative, false positive, and false negative predictions. In this case, the model made more correct predictions for 'Sex' = 0 than for 'Sex' = 1.
The classification report provides additional metrics such as precision, recall, and F1 score for each class. These metrics provide more insight into the model's performance, especially in cases where the classes are imbalanced.
Please note that this is a very basic model and the choice of features is arbitrary. In a real-world scenario, you would want to spend more time on feature selection, data preprocessing, and model tuning to achieve the best results.
# Import necessary libraries
import seaborn as sns
import matplotlib.pyplot as plt
# Select features and target
features = insomnia_data[['Age', 'ISI_total', 'PSQI_total', 'BDI_total']]
target = insomnia_data['Sex']
# Split the data into training and test sets
X_train, X_test, y_train, y_test = train_test_split(features, target, test_size=0.2, random_state=42)
# Initialize the Logistic Regression model
model = LogisticRegression()
# Fit the model to the training data
model.fit(X_train, y_train)
# Make predictions on the test set
predictions = model.predict(X_test)
# Calculate the accuracy score
accuracy = accuracy_score(y_test, predictions)
# Print the accuracy score
print('Accuracy Score:', accuracy)
# Print the confusion matrix
print('Confusion Matrix:')
print(confusion_matrix(y_test, predictions))
# Print the classification report
print('Classification Report:')
print(classification_report(y_test, predictions))
# Plot the confusion matrix
conf_mat = confusion_matrix(y_test, predictions)
sns.heatmap(conf_mat, annot=True, fmt='d', cmap='Blues')
plt.xlabel('Predicted')
plt.ylabel('Actual')
plt.title('Confusion Matrix')
plt.show()
Accuracy Score: 0.6842105263157895
Confusion Matrix:
[[10 0]
[ 6 3]]
Classification Report:
precision recall f1-score support
0 0.62 1.00 0.77 10
1 1.00 0.33 0.50 9
accuracy 0.68 19
macro avg 0.81 0.67 0.63 19
weighted avg 0.80 0.68 0.64 19
Logistic Regression Analysis¶
In this analysis, we used logistic regression to predict the 'Sex' of the individuals based on their 'Age', 'ISI_total', 'PSQI_total', and 'BDI_total'. These features were chosen based on their potential relevance to the target variable.
The data was split into a training set (80% of the data) and a test set (20% of the data). The model was trained on the training set and then used to make predictions on the test set.
The accuracy of the model was calculated as the proportion of correct predictions out of all predictions. In this case, the accuracy was approximately 0.68, which means that the model correctly predicted the 'Sex' of the individuals about 68% of the time.
The confusion matrix provides a more detailed view of the model's performance. It shows the number of true positive, true negative, false positive, and false negative predictions. In this case, the model made more correct predictions for 'Sex' = 0 than for 'Sex' = 1.
The classification report provides additional metrics such as precision, recall, and F1 score for each class. These metrics provide more insight into the model's performance, especially in cases where the classes are imbalanced.
Please note that this is a very basic model and the choice of features is arbitrary. In a real-world scenario, you would want to spend more time on feature selection, data preprocessing, and model tuning to achieve the best results.
Feature Selection¶
In this section, we select the features for our logistic regression model. For this preliminary analysis, we are using 'Age', 'ISI_total', 'PSQI_total', and 'BDI_total' as our features. These variables represent the age of the participants and their total scores on the Insomnia Severity Index (ISI), the Pittsburgh Sleep Quality Index (PSQI), and the Beck Depression Inventory (BDI), respectively.
These features were chosen based on their potential relevance to the target variable, which is 'Sex'. However, in a more comprehensive analysis, we would want to use domain knowledge and possibly feature selection techniques to choose the most predictive features.
Model Training and Evaluation¶
In this section, we train our logistic regression model and evaluate its performance. We first split the data into a training set and a test set. We then fit the model to the training data and use it to make predictions on the test data.
We evaluate the model's performance using several metrics, including accuracy, precision, recall, and the F1 score. We also generate a confusion matrix to visualize the model's performance.
Second Model: Additional Features¶
In this section, we train a second logistic regression model using additional features. Specifically, we include 'NEO_neuroticism', 'NEO_extraversion', 'NEO_openness', 'NEO_agreeableness', and 'NEO_Conscientiousness' in our feature set. These variables represent the participants' scores on the five dimensions of the NEO Personality Inventory.
We follow the same process as before to train and evaluate the model. We also generate a confusion matrix and calculate the same performance metrics.
Conclusion and Future Directions¶
This notebook presented a preliminary analysis of the Adolescent Insomnia Study dataset. We trained two logistic regression models to predict the sex of the participants based on various clinical measures. The first model used 'Age', 'ISI_total', 'PSQI_total', and 'BDI_total' as features, while the second model included additional features from the NEO Personality Inventory.
Both models achieved reasonable performance, but there is room for improvement. In future analyses, we could consider using more advanced machine learning techniques, such as ensemble methods or deep learning. We could also explore other aspects of the data, such as the item-level data or the relationships between different clinical measures.
Working with this dataset presented several challenges, including the need to understand the structure of the data and the meaning of the variables. However, it also provided a valuable opportunity to apply data analysis and machine learning techniques to real-world data.